@article{ahmad2021inertial,
  title={Inertial Sensor Data to Image Encoding for Human Action Recognition},
  author={Ahmad, Zeeshan and Khan, Naimul},
  journal={IEEE Sensors Journal},
  volume={21},
  number={9},
  pages={10978--10988},
  year={2021},
  publisher={IEEE}
}

@inproceedings{ewen2021targeted,
  title={Targeted self supervision for classification on a small COVID-19 CT scan dataset},
  author={Ewen, Nicolas and Khan, Naimul},
  booktitle={2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)},
  pages={1481--1485},
  year={2021},
  organization={IEEE}
}

@article{true2021motion,
  title={Motion Vector Extrapolation for Video Object Detection},
  author={True, Julian and Khan, Naimul},
  journal={arXiv preprint arXiv:2104.08918},
  year={2021}
}

@inproceedings{ahmad2021ecg2,
  title={ECG Heart-Beat Classification Using Multimodal Image Fusion},
  author={Ahmad, Zeeshan and Tabassum, Anika and Guan, Ling and Khan, Naimul},
  booktitle={ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={1330--1334},
  year={2021},
  organization={IEEE}
}

@inproceedings{gao20212d,
  title={2D-FRFT Based Frequency Shift-Invariant Digital Image Encryption},
  author={Gao, Lei and Qi, Lin and Guan, Ling},
  booktitle={ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={2420--2424},
  year={2021},
  organization={IEEE}
}

@article{gupta2021deep,
  title={Deep Learning for Object Detection and Scene Perception in Self-Driving Cars: Survey, Challenges, and Open Issues},
  author={Gupta, Abhishek and Anpalagan, Alagan and Guan, Ling and Khwaja, Ahmed Shaharyar},
  journal={Array},
  pages={100057},
  year={2021},
  publisher={Elsevier}
}

@article{ahmad2021ecg,
  title={ECG Heartbeat Classification Using Multimodal Fusion},
  author={Ahmad, Zeeshan and Tabassum, Anika and Guan, Ling and Khan, Naimul Mefraz},
  journal={IEEE Access},
  volume={9},
  pages={100615--100626},
  year={2021},
  publisher={IEEE}
}

@incollection{khan2021some,
  title={Some Practical Challenges with Possible Solutions for Machine Learning in Medical Imaging},
  author={Khan, Naimul and Abraham, Nabila and Tabassum, Anika and Hon, Marcia},
  booktitle={Machine Learning in Medicine},
  pages={147--163},
  year={2021},
  publisher={Chapman and Hall/CRC}
}

@article{zafar2021deterministic,
  title={Deterministic Local Interpretable Model-Agnostic Explanations for Stable Explainability},
  author={Zafar, Muhammad Rehman and Khan, Naimul},
  journal={Machine Learning and Knowledge Extraction},
  volume={3},
  number={3},
  pages={525--541},
  year={2021},
  publisher={Multidisciplinary Digital Publishing Institute}
}

@article{liu2021integrating,
  title={Integrating vertex and edge features with Graph Convolutional Networks for skeleton-based action recognition},
  author={Liu, Kai and Gao, Lei and Khan, Naimul Mefraz and Qi, Lin and Guan, Ling},
  journal={Neurocomputing},
  volume={466},
  pages={190--201},
  year={2021},
  publisher={Elsevier}
}

@article{gao2021discriminant,
  title={A discriminant kernel entropy-based framework for feature representation learning},
  author={Gao, Lei and Qi, Lin and Guan, Ling},
  journal={Journal of Visual Communication and Image Representation},
  pages={103366},
  year={2021},
  publisher={Elsevier}
}

@inproceedings{wang2021discriminative,
  title={Discriminative Patch Descriptor Learning With Focal Triplet Loss Function},
  author={Wang, Song and Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
  booktitle={2021 IEEE International Conference on Image Processing (ICIP)},
  pages={3567--3571},
  year={2021},
  organization={IEEE}
}

@inproceedings{wang2021local,
  title={Local Feature Descriptors with Deep Hypersphere Learning},
  author={Wang, Song and Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
  booktitle={2021 IEEE International Conference on Image Processing (ICIP)},
  pages={1524--1528},
  year={2021},
  organization={IEEE}
}

@inproceedings{psaila2021image,
  title={Image Matching Using Enhancement Offsets With Adaptive Parameter Selection Via Histogram Analysis},
  author={Psaila, Jonathan and Hong-Phuoc, Thanh and Guan, Ling},
  booktitle={2021 IEEE International Conference on Image Processing (ICIP)},
  pages={2608--2612},
  year={2021},
  organization={IEEE}
}

@inproceedings{guo2021manifold,
  title={A Manifold Semantic Canonical Correlation Framework for Effective Feature Fusion},
  author={Guo, Zheng and Gao, Lei and Guan, Ling},
  booktitle={2021 IEEE 4th International Conference on Multimedia Information Processing and Retrieval (MIPR)},
  pages={15--20},
  year={2021},
  organization={IEEE}
}

@article{hong2021scale,
  title={A Scale and Rotational Invariant Key-point Detector based on Sparse Coding},
  author={Hong, Thanh Phuoc and Guan, Ling},
  journal={ACM Transactions on Intelligent Systems and Technology (TIST)},
  volume={12},
  number={3},
  pages={1--19},
  year={2021},
  publisher={ACM New York, NY}
}

@article{gao2021discriminative,
  title={A Discriminative Vectorial Framework for Multi-modal Feature Representation},
  author={Gao, Lei and Guan, Ling},
  journal={IEEE Transactions on Multimedia},
  year={2021},
  publisher={IEEE}

}

@inproceedings{gao2021distinct,
  title={A Distinct Discriminant Canonical Correlation Analysis Network based Deep Information Quality Representation for Image Classification},
  author={Gao, Lei and Guo, Zheng and Guan, Ling},
  booktitle={2020 25th International Conference on Pattern Recognition (ICPR)},
  pages={7595--7600},
  year={2021},
  organization={IEEE}
}

@article{gao2021property,
  title={The property of frequency shift in 2D-FRFT domain with application to image encryption},
  author={Gao, Lei and Qi, Lin and Guan, Ling},
  journal={IEEE Signal Processing Letters},
  volume={28},
  pages={185--189},
  year={2021},
  publisher={IEEE}
}

@article{ishaque2021trends,
  title={Trends in Heart-rate Variability Signal Analysis},
  author={Ishaque, Syem and Khan, Naimul and Krishnan, Sri},
  journal={Frontiers in Digital Health},
  volume={3},
  pages={13},
  year={2021},
  publisher={Frontiers}
}

@article{gao2021property,
  title={The Property of Frequency Shift in 2D-FRFT Domain with Application to Image Encryption},
  author={Gao, Lei and Qi, Lin and Guan, Ling},
  journal={IEEE Signal Processing Letters},
  year={2021},
  publisher={IEEE}
}

@article{wang2020deep,
  title={Deep Local Feature Descriptor Learning With Dual Hard Batch Construction},
  author={Wang, Song and Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
  journal={IEEE Transactions on Image Processing},
  volume={29},
  pages={9572--9583},
  year={2020},
  publisher={IEEE}
}

@inproceedings{alhamdan2020coshopper,
  title={CoShopper-Leveraging Artificial Intelligence for an Enhanced Augmented Reality Grocery Shopping Experience},
  author={Alhamdan, Yasmeen and Alabachi, Saif and Khan, Naimul},
  booktitle={2020 IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR)},
  pages={337--338},
  year={2020},
  organization={IEEE}
}

@inproceedings{hong2020effective,
  title={An Effective Rotational Invariant Key-point Detector for Image Matching},
  author={Hong-Phuoc, Thanh and Guan, Ling},
  booktitle={2020 IEEE International Symposium on Multimedia (ISM)},
  pages={206--209},
  year={2020},
  organization={IEEE}
}

@inproceedings{xie2020automatic,
  title={Automatic Sparsity-Aware Recognition for Keypoint Detection},
  author={Xie, Yurui and Guan, Ling},
  booktitle={2020 IEEE International Symposium on Multimedia (ISM)},
  pages={127--134},
  year={2020},
  organization={IEEE}
}

@article{ahmad2020cnn,
  title={CNN based Multistage Gated Average Fusion (MGAF) for Human Action Recognition Using Depth and Inertial Sensors},
  author={Ahmad, Zeeshan and Khan, Naimul},
  journal={IEEE Sensors Journal},
  year={2020},
  publisher={IEEE}
}

@inproceedings{goyal2020layart,
  title={LayART: Generating indoor layout using ARCore Transformations},
  author={Goyal, Shreya and Khan, Naimul and Chattopadhyay, Chiranjoy and Bhatnagar, Gaurav},
  booktitle={2020 IEEE Sixth International Conference on Multimedia Big Data (BigMM)},
  pages={272--276},
  year={2020},
  organization={IEEE}
}

@inproceedings{houshmand2020facial,
  title={Facial Expression Recognition Under Partial Occlusion from Virtual Reality Headsets based on Transfer Learning},
  author={Houshmand, Bita and Khan, Naimul Mefraz},
  booktitle={2020 IEEE Sixth International Conference on Multimedia Big Data (BigMM)},
  pages={70--75},
  year={2020},
  organization={IEEE}
}

@inproceedings{ishaque2020physiological,
  title={Physiological Signal Analysis and Classification of Stress from Virtual Reality Video Game},
  author={Ishaque, Syem and Rueda, Alice and Nguyen, Binh and Khan, Naimul and Krishnan, Sridhar},
  booktitle={2020 42nd Annual International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBC)},
  pages={867--870},
  year={2020},
  organization={IEEE}
}

@inproceedings{ahmad2020multi,
  title={Multi-level Stress Assessment Using Multi-domain Fusion of ECG Signal},
  author={Ahmad, Zeeshan and Khan, Naimul Mefraz},
  booktitle={2020 42nd Annual International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBC)},
  pages={4518--4521},
  year={2020},
  organization={IEEE}
}

@inproceedings{tan2020locality,
  title={Locality Guided Neural Networks for Explainable Artificial Intelligence},
  author={Tan, Randy and Khan, Naimul and Guan, Ling},
  booktitle={2020 International Joint Conference on Neural Networks (IJCNN)},
  pages={1--8},
  year={2020},
  organization={IEEE}
}

@article{gao2020complete,
  title={A Complete Discriminative Tensor Representation Learning for Two-Dimensional Correlation Analysis},
  author={Gao, Lei and Guan, Ling},
  journal={IEEE Signal Processing Letters},
  year={2020},
  publisher={IEEE}
}

@article{wang2020weighted,
  title={Weighted hybrid fusion with rank consistency},
  author={Wang, Song and Guo, Xin and Tie, Yun and Lee, Ivan and Qi, Lin and Guan, Ling},
  journal={Pattern Recognition Letters},
  volume={138},
  pages={329--335},
  year={2020},
  publisher={Elsevier}
}

@inproceedings{guo2020negative,
  title={Negative Label Guided Discriminative Canonical Correlation Analysis for Semi-Supervised and Semi-Paired Learning},
  author={Guo, Xin and Wang, Song and Tie, Yun and Qi, Lin and Guan, Ling},
  booktitle={2020 IEEE International Symposium on Circuits and Systems (ISCAS)},
  pages={1--5},
  year={2020},
  organization={IEEE}
}

@article{wang2020deep,
  title={Deep Local Feature Descriptor Learning With Dual Hard Batch Construction},
  author={Wang, Song and Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
  journal={IEEE Transactions on Image Processing},
  volume={29},
  pages={9572--9583},
  year={2020},
  publisher={IEEE}
}

@inproceedings{liu2020vertex,
  title={A Vertex-Edge Graph Convolutional Network for Skeleton-Based Action Recognition},
  author={Liu, Kai and Gao, Lei and Khan, Naimul Mefraz and Qi, Lin and Guan, Ling},
  booktitle={2020 IEEE International Symposium on Circuits and Systems (ISCAS)},
  pages={1--5},
  year={2020},
  organization={IEEE}
}

@article{liang2020multi,
  title={Multi-Modal Human Action Recognition With Sub-Action Exploiting and Class-Privacy Preserved Collaborative Representation Learning},
  author={Liang, Chengwu and Liu, Deyin and Qi, Lin and Guan, Ling},
  journal={IEEE Access},
  volume={8},
  pages={39920--39933},
  year={2020},
  publisher={IEEE}
}

@article{rabba2020discriminative,
  title={Discriminative Robust Head-Pose and Gaze Estimation Using Kernel-DMCCA Features Fusion},
  author={Rabba, Salah and Kyan, Matthew and Gao, Lei and Quddus, Azhar and Zandi, Ali Shahidi and Guan, Ling},
  journal={International Journal of Semantic Computing},
  volume={14},
  number={01},
  pages={107--135},
  year={2020},
  publisher={World Scientific}
}

@ARTICLE{liu2020multi,
  author={K. {Liu} and L. {Gao} and N. M. {Khan} and L. {Qi} and L. {Guan}},
  journal={IEEE Transactions on Multimedia}, 
  title={A Multi-Stream Graph Convolutional Networks-Hidden Conditional Random Field Model for Skeleton-Based Action Recognition}, 
  year={2020},
  volume={},
  number={},
  pages={1-1},}

  

@INPROCEEDINGS{8803250,
author={L. {Gao} and L. {Guan}},
booktitle={2019 IEEE International Conference on Image Processing (ICIP)},
title={Information Fusion via Multimodal Hashing With Discriminant Correlation Maximization},
year={2019},
volume={},
number={},
pages={2224-2228},
keywords={Correlation;Semantics;Databases;Training;Information services;Electronic publishing;Internet;Information fusion;multimodal hashing;discriminant correlation maximization;canonical correlation maximization;non-canonical correlation maximization},
doi={10.1109/ICIP.2019.8803250},
ISSN={},
month={Sep.},}

@inproceedings{abraham2019multimodal,
  title={Multimodal Segmentation with MGF-Net and the Focal Tversky Loss Function},
  author={Abraham, Nabila and Khan, Naimul Mefraz},
  booktitle={International MICCAI Brainlesion Workshop},
  pages={191--198},
  year={2019},
  organization={Springer, Cham}
}

@inproceedings{liu2019graph,
  title={Graph Convolutional Networks-Hidden Conditional Random Field Model for Skeleton-Based Action Recognition},
  author={Liu, Kai and Gao, Lei and Khan, Naimul Mefraz and Qi, Lin and Guan, Ling},
  booktitle={2019 IEEE International Symposium on Multimedia (ISM)},
  pages={25--256},
  year={2019},
  organization={IEEE}
}

@inproceedings{abraham2019deep,
  title={Deep Learning for Semantic Segmentation of Brachial Plexus Nervesin Ultrasound Images Using U-Net and M-Net},
  author={Abraham, Nabila and Illanko, Kandasamy and Khan, Naimul and Androutsos, Dimitri},
  booktitle={2019 3rd International Conference on Imaging, Signal Processing and Communication (ICISPC)},
  pages={85--89},
  year={2019},
  organization={IEEE}
}

@inproceedings{ahmad2019multidomain,
  title={Multidomain Multimodal Fusion for Human Action Recognition Using Inertial Sensors},
  author={Ahmad, Zeeshan and Khan, Naimul Mefraz},
  booktitle={2019 IEEE Fifth International Conference on Multimedia Big Data (BigMM)},
  pages={429--434},
  year={2019},
  organization={IEEE}
}

@inproceedings{true2019novel,
  title={Novel Segmentation Metrics for Use in Augmented Reality Advertisement Integration},
  author={True, Julian and Khan, Naimul},
  booktitle={2019 IEEE Fifth International Conference on Multimedia Big Data (BigMM)},
  pages={411--415},
  year={2019},
  organization={IEEE}
}

@article{ahmad2019human,
  title={Human Action Recognition Using Deep Multilevel Multimodal (M2) Fusion of Depth and Inertial Sensors},
  author={Ahmad, Zeeshan and Khan, Naimul},
  journal={IEEE Sensors Journal},
  year={2019},
  publisher={IEEE}
}

@inproceedings{Ahmad:2019:HAR:3355402.3355419,
 author = {Ahmad, Zeeshan and Illanko, Kandasamy and Khan, Naimul and Androutsos, Dimitri},
 title = {Human Action Recognition Using Convolutional Neural Network and Depth Sensor Data},
 booktitle = {Proceedings of the 2019 International Conference on Information Technology and Computer Communications},
 series = {ITCC 2019},
 year = {2019},
 isbn = {978-1-4503-7228-2},
 location = {Singapore, Singapore},
 pages = {1--5},
 numpages = {5},
 url = {http://doi.acm.org/10.1145/3355402.3355419},
 doi = {10.1145/3355402.3355419},
 acmid = {3355419},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Convolutional neural network, Depth sensors, human action recognition},
} 

@inproceedings{el2019discriminative,
  title={Discriminative Feature Selection Guided Deep Canonical Correlation Analysis},
  author={El Madany, Nour El Din and He, Yifeng and Guan, Ling},
  booktitle={ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={3487--3491},
  year={2019},
  organization={IEEE}
}

@inproceedings{gao2019information3,
  title={Information Fusion via Deep Cross-Modal Factor Analysis},
  author={Gao, Lei and Guan, Ling},
  booktitle={2019 IEEE International Symposium on Circuits and Systems (ISCAS)},
  pages={1--5},
  year={2019},
  organization={IEEE}
}

@inproceedings{wang2019novel,
  title={A Novel Weighted Hybrid Multi-View Fusion Algorithm for Semi-Supervised Classification},
  author={Wang, Song and Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
  booktitle={2019 IEEE International Symposium on Circuits and Systems (ISCAS)},
  pages={1--5},
  year={2019},
  organization={IEEE}
}

@article{hong2019novel,
  title={A Novel Key-point Detector based on Sparse Coding},
  author={Hong-Phuoc, Thanh and Guan, Ling},
  journal={IEEE Transactions on Image Processing},
  year={2019},
  publisher={IEEE}
}

@inproceedings{higgins2019safely,
  title={Safely Caching HOG Pyramid Feature Levels, to Speed up Facial Landmark Detection},
  author={Higgins, Gareth and Guan, Ling and Quddus, Azhar and Zandi, Ali Shahidi},
  booktitle={International Conference on Image Analysis and Recognition},
  pages={357--363},
  year={2019},
  organization={Springer}
}

@inproceedings{gao2019information2,
  title={Information fusion via multimodal hashing with discriminant canonical correlation maximization},
  author={Gao, Lei and Guan, Ling},
  booktitle={International Conference on Image Analysis and Recognition},
  pages={81--93},
  year={2019},
  organization={Springer}
}

@inproceedings{gao2019information,
  title={Information Fusion via Multimodal Hashing With Discriminant Correlation Maximization},
  author={Gao, Lei and Guan, Ling},
  booktitle={2019 IEEE International Conference on Image Processing (ICIP)},
  pages={2224--2228},
  year={2019},
  organization={IEEE}
}

@article{zafar2019dlime,
  title={DLIME: A Deterministic Local Interpretable Model-Agnostic Explanations Approach for Computer-Aided Diagnosis Systems},
  author={Zafar, Muhammad Rehman and Khan, Naimul Mefraz},
  journal={arXiv preprint arXiv:1906.10263},
  year={2019}
}

@inproceedings{li2019scene,
  title={A Scene-Based Augmented Reality Framework for Exhibits},
  author={Li-Chee-Ming, Julien and Wu, Zheng and Tan, Randy and Tan, Ryan and Khan, Naimul Mefraz and Ye, Andy and Guan, Ling},
  booktitle={International Conference on Image Analysis and Recognition},
  pages={287--296},
  year={2019},
  organization={Springer}
}

@article{khan2019transfer,
  title={Transfer Learning With Intelligent Training Data Selection for Prediction of Alzheimer’s Disease},
  author={Khan, Naimul Mefraz and Abraham, Nabila and Hon, Marcia},
  journal={IEEE Access},
  volume={7},
  pages={72726--72735},
  year={2019},
  publisher={IEEE}
}

@inproceedings{khan2019machine,
  title={Machine Learning on Biomedical Images: Interactive Learning, Transfer Learning, Class Imbalance, and Beyond},
  author={Khan, Naimul Mefraz and Abraham, Nabila and Hon, Marcia and Guan, Ling},
  booktitle={2019 IEEE Conference on Multimedia Information Processing and Retrieval (MIPR)},
  pages={85--90},
  year={2019},
  organization={IEEE}
}

@article{gao2019labeled,
  title={The Labeled Multiple Canonical Correlation Analysis for Information Fusion},
  author={Gao, Lei and Zhang, Rui and Qi, Lin and Chen, Enqing and Guan, Ling},
  journal={IEEE Transactions on Multimedia},
  volume={21},
  number={2},
  pages={375--387},
  year={2019},
  publisher={IEEE}
}

@article{abraham2018novel,
  title={A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation},
  author={Abraham, Nabila and Khan, Naimul Mefraz},
  journal={arXiv preprint arXiv:1810.07842},
  year={2018}
}

@article{elmadany2018multimodal,
  title={Multimodal Learning for Human Action Recognition Via Bimodal/Multimodal Hybrid Centroid Canonical Correlation Analysis},
  author={Elmadany, Nour El Din Hassan and He, Yifeng and Guan, Ling},
  journal={IEEE Transactions on Multimedia},
  year={2018},
  publisher={IEEE}
}

@inproceedings{ahmad2018towards,
  title={Towards Improved Human Action Recognition Using Convolutional Neural Networks and Multimodal Fusion of Depth and Inertial Sensor Data},
  author={Ahmad, Zeeshan and Khan, Naimul},
  booktitle={2018 IEEE International Symposium on Multimedia (ISM)},
  pages={223--230},
  year={2018},
  organization={IEEE}
}

@inproceedings{wu2018deep,
  title={Deep Reinforcement Learning with Parameterized Action Space for Object Detection},
  author={Wu, Zheng and Khan, Naimul Mefraz and Gao, Lei and Guan, Ling},
  booktitle={2018 IEEE International Symposium on Multimedia (ISM)},
  pages={101--104},
  year={2018},
  organization={IEEE}
}

@inproceedings{rabba2018discriminative,
  title={Discriminative Robust Gaze Estimation Using Kernel-DMCCA Fusion},
  author={Rabba, Salah and Kyan, Matthew and Gao, Lei and Quddus, Azhar and Zandi, Ali Shahidi and Guan, Ling},
  booktitle={2018 IEEE International Symposium on Multimedia (ISM)},
  pages={291--298},
  year={2018},
  organization={IEEE}
}

@inproceedings{el2018integrating,
  title={Integrating Entropy Skeleton Motion Maps and Convolutional Neural Networks for Human Action Recognition},
  author={El Madany, Nour ElDin and He, Yifeng and Guan, Ling},
  booktitle={2018 IEEE International Conference on Multimedia and Expo (ICME)},
  pages={1--6},
  year={2018},
  organization={IEEE}
}

@inproceedings{guo2018deep,
  title={Deep Camera Pose Regression Using Motion Vectors},
  author={Guo, Fei and He, Yifeng and Guan, Ling},
  booktitle={2018 25th IEEE International Conference on Image Processing (ICIP)},
  pages={4073--4077},
  year={2018},
  organization={IEEE}
}

@inproceedings{hong2018sck,
  title={SCK: A Sparse Coding Based Key-Point Detector},
  author={Hong-Phuoc, Thanh and He, Yifeng and Guan, Ling},
  booktitle={2018 25th IEEE International Conference on Image Processing (ICIP)},
  pages={3768--3772},
  year={2018},
  organization={IEEE}
}

@article{zheng2018incremental,
  title={Incremental generalized multiple maximum scatter difference with applications to feature extraction},
  author={Zheng, Ning and Guo, Xin and Tie, Yun and Dong, Nan and Qi, Lin and Guan, Ling},
  journal={Journal of Visual Communication and Image Representation},
  volume={55},
  pages={67--79},
  year={2018},
  publisher={Elsevier}
}

@article{elmadany2018information,
  title={Information Fusion for Human Action Recognition via Biset/Multiset Globality Locality Preserving Canonical Correlation Analysis},
  author={Elmadany, Nour El Din and He, Yifeng and Guan, Ling},
  journal={IEEE Transactions on Image Processing},
  volume={27},
  number={11},
  pages={5275--5287},
  year={2018},
  publisher={IEEE}
}

@inproceedings{LiCheeMing2018,
author = {{Li-Chee-Ming}, Julien and Wu, Zheng and Tan, Randy and Tan, Ryan and Khan, {Naimul Mefraz} and Ye, Andy and Guan, Ling},
booktitle = {2018 IEEE International Workshop on Multimedia Signal Processing (MMSP)},
month = {Aug},
publisher = {IEEE},
title = {{A Novel Augmented Reality Framework for Museum Exhibits}},
url = {https://www.ryerson.ca/content/dam/multimedia-research-laboratory/preprints/MMSP2018_Julien.pdf},
year = {2018}
}

@article{Gao2018,
author = {Gao, Lei and Qi, Lin and Chen, Enqing and Guan, Ling},
doi = {10.1109/TIP.2017.2765820},
issn = {1057-7149},
journal = {IEEE Transactions on Image Processing},
month = {apr},
number = {4},
pages = {1951--1965},
title = {{Discriminative Multiple Canonical Correlation Analysis for Information Fusion}},
url = {http://ieeexplore.ieee.org/document/8080256/},
volume = {27},
year = {2018}
}

@inproceedings{Guan2018,
author = {Guan, Ling and Gao, Lei and {El Din Elmadany}, Nour and Liang, Chengwu},
booktitle = {2018 IEEE Conference on Multimedia Information Processing and Retrieval (MIPR)},
doi = {10.1109/MIPR.2018.00059},
isbn = {978-1-5386-1857-8},
month = {apr},
pages = {251--256},
publisher = {IEEE},
title = {{Statistical Machine Learning vs Deep Learning in Information Fusion: Competition or Collaboration?}},
url = {https://ieeexplore.ieee.org/document/8397015/},
year = {2018}
}

@article{Guo2018,
author = {Guo, Xin and Wang, Song and Tie, Yun and Qi, Lin and Guan, Ling},
doi = {10.1016/j.patcog.2018.03.013},
issn = {00313203},
journal = {Pattern Recognition},
month = {sep},
pages = {36--49},
title = {{Joint intermodal and intramodal correlation preservation for semi-paired learning}},
url = {https://linkinghub.elsevier.com/retrieve/pii/S0031320318301043},
volume = {81},
year = {2018}
}

@article{Khan2018,
author = {Khan, Naimul Mefraz and Ksantini, Riadh and Guan, Ling},
doi = {10.1145/3152875},
issn = {21576904},
journal = {ACM Transactions on Intelligent Systems and Technology},
month = {jan},
number = {4},
pages = {1--18},
title = {{A Novel Image-Centric Approach Toward Direct Volume Rendering}},
url = {http://dl.acm.org/citation.cfm?doid=3183892.3152875},
volume = {9},
year = {2018}
}

@article{Wang2018,
author = {Wang, Song and Guo, Xin and Tie, Yun and Lee, Ivan and Qi, Lin and Guan, Ling},
doi = {10.1109/ACCESS.2018.2839187},
issn = {2169-3536},
journal = {IEEE Access},
pages = {28097--28107},
title = {{Graph-Based Safe Support Vector Machine for Multiple Classes}},
url = {https://ieeexplore.ieee.org/document/8361797/},
volume = {6},
year = {2018}
}

@inproceedings{ElDinElMadany2017,
author = {{El Din El Madany}, Nour and He, Yifeng and Guan, Ling},
booktitle = {2017 IEEE International Conference on Image Processing (ICIP)},
doi = {10.1109/ICIP.2017.8296807},
isbn = {978-1-5090-2175-8},
month = {sep},
pages = {2871--2875},
publisher = {IEEE},
title = {{Human action recognition by fusing deep features with Globality Locality Preserving Canonical Correlation Analysis}},
url = {http://ieeexplore.ieee.org/document/8296807/},
year = {2017}
}

@inproceedings{Guo2017,
author = {Guo, Fei and He, Yifeng and Guan, Ling},
booktitle = {2017 IEEE Global Conference on Signal and Information Processing (GlobalSIP)},
doi = {10.1109/GlobalSIP.2017.8308674},
isbn = {978-1-5090-5990-4},
month = {nov},
pages = {408--412},
publisher = {IEEE},
title = {{RGB-D camera pose estimation using deep neural network}},
url = {http://ieeexplore.ieee.org/document/8308674/},
year = {2017}
}

@article{He2017,
author = {He, Yifeng and Zhang, Ziyang and Nan, Xiaoming and Zhang, Ning and Guo, Fei and Rosales, Edward and Guan, Ling},
doi = {10.1007/s11042-015-3121-4},
issn = {1380-7501},
journal = {Multimedia Tools and Applications},
month = {jan},
number = {1},
pages = {1479--1508},
title = {{vConnect: perceive and interact with real world from CAVE}},
url = {http://link.springer.com/10.1007/s11042-015-3121-4},
volume = {76},
year = {2017}
}

@inproceedings{Hon2017,
author = {Hon, Marcia and Khan, Naimul Mefraz},
booktitle = {2017 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
doi = {10.1109/BIBM.2017.8217822},
isbn = {978-1-5090-3050-7},
month = {nov},
pages = {1166--1169},
publisher = {IEEE},
title = {{Towards Alzheimer's disease classification through transfer learning}},
url = {http://ieeexplore.ieee.org/document/8217822/},
year = {2017}
}

@inproceedings{Liang2017,
author = {Liang, Chengwu and Chen, Enqing and Qi, Lin and Guan, Ling},
booktitle = {2017 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2017.30},
isbn = {978-1-5386-2937-6},
month = {dec},
pages = {162--168},
publisher = {IEEE},
title = {{Heterogeneous Features Fusion with Collaborative Representation Learning for 3D Action Recognition}},
url = {http://ieeexplore.ieee.org/document/8241595/},
year = {2017}
}

@inproceedings{Liang2017a,
author = {Liang, Chengwu and Qi, Lin and Guan, Ling},
booktitle = {2017 IEEE Visual Communications and Image Processing (VCIP)},
doi = {10.1109/VCIP.2017.8305156},
isbn = {978-1-5386-0462-5},
month = {dec},
pages = {1--4},
publisher = {IEEE},
title = {{Motion energy guided multi-scale heterogeneous features for 3D action recognition}},
url = {http://ieeexplore.ieee.org/document/8305156/},
year = {2017}
}

@article{Nan2017,
author = {Nan, Xiaoming and Guo, Xun and Lu, Yan and He, Yifeng and Guan, Ling and Li, Shipeng and Guo, Baining},
doi = {10.1109/TCSVT.2016.2595330},
issn = {1051-8215},
journal = {IEEE Transactions on Circuits and Systems for Video Technology},
month = {dec},
number = {12},
pages = {2687--2701},
title = {{Delay–Rate–Distortion Optimization for Cloud Gaming With Hybrid Streaming}},
url = {http://ieeexplore.ieee.org/document/7523945/},
volume = {27},
year = {2017}
}

@inproceedings{Rabba2017,
author = {Rabba, Salah and He, Yifeng and Kyan, Matthew and Guan, Ling},
booktitle = {2017 IEEE International Symposium on Circuits and Systems (ISCAS)},
doi = {10.1109/ISCAS.2017.8050660},
isbn = {978-1-4673-6853-7},
month = {may},
pages = {1--4},
publisher = {IEEE},
title = {{Pupil localization for gaze estimation using unsupervised graph-based model}},
url = {http://ieeexplore.ieee.org/document/8050660/},
year = {2017}
}

@inproceedings{Tan2017,
author = {Tan, Randy and Khan, Naimul and Guan, Ling},
booktitle = {2017 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2017.84},
isbn = {978-1-5386-2937-6},
month = {dec},
pages = {420--425},
publisher = {IEEE},
title = {{Real-Time System for Human Activity Analysis}},
url = {http://ieeexplore.ieee.org/document/8241650/},
year = {2017}
}

@inproceedings{Yu2017,
author = {Yu, Shuo and Ejaz, Waleed and Guan, Ling and Anpalagan, Alagan},
booktitle = {2017 IEEE 86th Vehicular Technology Conference (VTC-Fall)},
doi = {10.1109/VTCFall.2017.8288333},
isbn = {978-1-5090-5935-5},
month = {sep},
pages = {1--7},
publisher = {IEEE},
title = {{Resource Allocation for Energy Harvesting Assisted D2D Communications Underlaying OFDMA Cellular Networks}},
url = {http://ieeexplore.ieee.org/document/8288333/},
year = {2017}
}

@article{Yu2017a,
author = {Yu, Shuo and Ejaz, Waleed and Guan, Ling and Anpalagan, Alagan},
doi = {10.1007/s11277-017-4168-5},
issn = {0929-6212},
journal = {Wireless Personal Communications},
month = {sep},
number = {1},
pages = {303--322},
title = {{Resource Allocation Schemes in D2D Communications: Overview, Classification, and Challenges}},
url = {http://link.springer.com/10.1007/s11277-017-4168-5},
volume = {96},
year = {2017}
}

@article{Zhong2017,
author = {Zhong, Ling and Ibrahim, Muhammad Talal and Zhang, Yun and Guan, Ling},
doi = {10.1007/s11265-016-1208-4},
issn = {1939-8018},
journal = {Journal of Signal Processing Systems},
month = {nov},
number = {2},
pages = {379--394},
title = {{Hybrid Vector Filters based on Marginal Ordering for Impulsive Noise Suppression in Color Images}},
url = {http://link.springer.com/10.1007/s11265-016-1208-4},
volume = {89},
year = {2017}
}

@inproceedings{ElDinElMadany2016,
author = {{El Din El Madany}, Nour and He, Yifeng and Guan, Ling},
booktitle = {2016 IEEE International Conference on Image Processing (ICIP)},
doi = {10.1109/ICIP.2016.7533145},
isbn = {978-1-4673-9961-6},
month = {sep},
pages = {4170--4174},
publisher = {IEEE},
title = {{Human action recognition via multiview discriminative analysis of canonical correlations}},
url = {http://ieeexplore.ieee.org/document/7533145/},
year = {2016}
}

@inproceedings{ElDinElmadany2016,
author = {{El Din Elmadany}, Nour and He, Yifeng and Guan, Ling},
booktitle = {2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2016.7813380},
isbn = {978-1-5090-3724-7},
month = {sep},
pages = {1--5},
publisher = {IEEE},
title = {{Human gesture recognition via bag of angles for 3D virtual city planning in CAVE environment}},
url = {http://ieeexplore.ieee.org/document/7813380/},
year = {2016}
}

@inproceedings{ElDinElmadany2016a,
author = {{El Din Elmadany}, Nour and He, Yifeng and Guan, Ling},
booktitle = {2016 IEEE International Symposium on Circuits and Systems (ISCAS)},
doi = {10.1109/ISCAS.2016.7527309},
isbn = {978-1-4799-5341-7},
month = {may},
pages = {590--593},
publisher = {IEEE},
title = {{Multiview emotion recognition via multi-set locality preserving canonical correlation analysis}},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=7527309},
year = {2016}
}

@inproceedings{Elmadany2016,
author = {Elmadany, Nour El Din and He, Yifeng and Guan, Ling},
booktitle = {2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
doi = {10.1109/ICASSP.2016.7472109},
isbn = {978-1-4799-9988-0},
month = {mar},
pages = {2409--2413},
publisher = {IEEE},
title = {{Multiview learning via deep discriminative canonical correlation analysis}},
url = {http://ieeexplore.ieee.org/document/7472109/},
year = {2016}
}

@inproceedings{FeiGuo2016,
author = {{Fei Guo}, Fei and {Yifeng He} and {Ling Guan}},
booktitle = {2016 IEEE International Conference on Multimedia {\&} Expo Workshops (ICMEW)},
doi = {10.1109/ICMEW.2016.7574711},
isbn = {978-1-5090-1552-8},
month = {jul},
pages = {1--6},
publisher = {IEEE},
title = {{A hybrid metric for camera pose estimation in RGB-D reconstruction}},
url = {http://ieeexplore.ieee.org/document/7574711/},
year = {2016}
}

@inproceedings{Ferdouse2016,
author = {Ferdouse, Lilatul and Li, Mushu and Guan, Ling and Anpalagan, Alagan},
booktitle = {2016 IEEE 21st International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD)},
doi = {10.1109/CAMAD.2016.7790335},
isbn = {978-1-5090-2558-9},
month = {oct},
pages = {83--88},
publisher = {IEEE},
title = {{Bayesian workload scheduling in multimedia cloud networks}},
url = {http://ieeexplore.ieee.org/document/7790335/},
year = {2016}
}

@inproceedings{Gao2016,
author = {Gao, Lei and Guan, Ling and Qi, Lin and Chen, Enqing},
booktitle = {2016 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2016.0064},
isbn = {978-1-5090-4571-6},
month = {dec},
pages = {291--294},
publisher = {IEEE},
title = {{A Novel Discriminative Framework Integrating Kernel Entropy Component Analysis and Discriminative Multiple Canonical Correlation for Information Fusion}},
url = {http://ieeexplore.ieee.org/document/7823631/},
year = {2016}
}

@inproceedings{Gao2016a,
author = {Gao, Lei and Qi, Lin and Guan, Ling},
booktitle = {2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
doi = {10.1109/ICASSP.2016.7472191},
isbn = {978-1-4799-9988-0},
month = {mar},
pages = {2817--2821},
publisher = {IEEE},
title = {{Information fusion based on kernel entropy component analysis in discriminative canonical correlation space with application to audio emotion recognition}},
url = {http://ieeexplore.ieee.org/document/7472191/},
year = {2016}
}

@article{Gao2016b,
author = {Gao, Lei and Qi, Lin and Guan, Ling},
doi = {10.1109/MIS.2016.26},
issn = {1541-1672},
journal = {IEEE Intelligent Systems},
month = {sep},
number = {5},
pages = {32--39},
title = {{Online Behavioral Analysis with Application to Emotion State Identification}},
url = {http://ieeexplore.ieee.org/document/7436660/},
volume = {31},
year = {2016}
}

@inproceedings{Guo2016a,
author = {Guo, Xin and Qi, Lin and Guan, Ling},
booktitle = {2016 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2016.0084},
isbn = {978-1-5090-4571-6},
month = {dec},
pages = {379--384},
publisher = {IEEE},
title = {{Semi-Supervised and Semi-Paired Graph Regularized Multiset Canonical Correlation Analysis}},
url = {http://ieeexplore.ieee.org/document/7823651/},
year = {2016}
}

@article{Guo2016,
author = {Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
doi = {10.1109/MMUL.2016.27},
issn = {1070-986X},
journal = {IEEE MultiMedia},
month = {apr},
number = {2},
pages = {28--41},
title = {{A Novel Semi-Supervised Dimensionality Reduction Framework}},
url = {http://ieeexplore.ieee.org/document/7464800/},
volume = {23},
year = {2016}
}

@inproceedings{Khan2016,
author = {Khan, Naimul Mefraz and {Xiaoming Nan} and {Nan Dong} and {Yifeng He} and Kyan, Matthew and James, Jennifer and {Ling Guan} and Davis, Charles},
booktitle = {2016 IEEE International Conference on Multimedia {\&} Expo Workshops (ICMEW)},
doi = {10.1109/ICMEW.2016.7574732},
isbn = {978-1-5090-1552-8},
month = {jul},
pages = {1--6},
publisher = {IEEE},
title = {{Towards a shared large-area mixed reality system}},
url = {http://ieeexplore.ieee.org/document/7574732/},
year = {2016}
}

@inproceedings{Liang2016,
author = {Liang, Chengwu and Chen, Enqing and Qi, Lin and Guan, Ling},
booktitle = {2016 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2016.0058},
isbn = {978-1-5090-4571-6},
month = {dec},
pages = {261--266},
publisher = {IEEE},
title = {{3D Action Recognition Using Depth-Based Feature and Locality-Constrained Affine Subspace Coding}},
url = {http://ieeexplore.ieee.org/document/7823625/},
year = {2016}
}

@article{Liang2016b,
author = {Liang, Chengwu and Chen, Enqing and Qi, Lin and Guan, Ling},
doi = {10.1109/LSP.2016.2592419},
issn = {1070-9908},
journal = {IEEE Signal Processing Letters},
month = {sep},
number = {9},
pages = {1241--1245},
title = {{Improving Action Recognition Using Collaborative Representation of Local Depth Map Feature}},
url = {http://ieeexplore.ieee.org/document/7514929/},
volume = {23},
year = {2016}
}

@inproceedings{Liang2016a,
author = {Liang, Chengwu and Qi, Lin and Chen, Enqing and Guan, Ling},
booktitle = {2016 IEEE 8th International Conference on Biometrics Theory, Applications and Systems (BTAS)},
doi = {10.1109/BTAS.2016.7791167},
isbn = {978-1-4673-9733-9},
month = {sep},
pages = {1--7},
publisher = {IEEE},
title = {{Depth-based action recognition using multiscale sub-actions depth motion maps and local auto-correlation of space-time gradients}},
url = {http://ieeexplore.ieee.org/document/7791167/},
year = {2016}
}

@inproceedings{Nan2016,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2016.7813405},
isbn = {978-1-5090-3724-7},
month = {sep},
pages = {1--6},
publisher = {IEEE},
title = {{Delay-rate-distortion optimization for cloud-based collaborative rendering}},
url = {http://ieeexplore.ieee.org/document/7813405/},
year = {2016}
}

@inproceedings{Nan2016a,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {2016 IEEE 18th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2016.7813406},
isbn = {978-1-5090-3724-7},
month = {sep},
pages = {1--6},
publisher = {IEEE},
title = {{Joint optimization of resource allocation and workload scheduling for cloud based multimedia services}},
url = {http://ieeexplore.ieee.org/document/7813406/},
year = {2016}
}

@inproceedings{ElMadany2015,
author = {{El Madany}, Nour El Din and {Yifeng He} and {Ling Guan}},
booktitle = {2015 IEEE 17th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2015.7340857},
isbn = {978-1-4673-7478-1},
month = {oct},
pages = {1--6},
publisher = {IEEE},
title = {{Human action recognition using temporal hierarchical pyramid of depth motion map and KECA}},
url = {http://ieeexplore.ieee.org/document/7340857/},
year = {2015}
}

@inproceedings{Elmadany2015,
author = {Elmadany, Nour El Din and He, Yifeng and Guan, Ling},
booktitle = {2015 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2015.118},
isbn = {978-1-5090-0379-2},
month = {dec},
pages = {205--210},
publisher = {IEEE},
title = {{Human Action Recognition Using Hybrid Centroid Canonical Correlation Analysis}},
url = {http://ieeexplore.ieee.org/document/7442325/},
year = {2015}
}

@inproceedings{FeiGuo2015,
author = {{Fei Guo}, Fei and {Yifeng He} and {Ling Guan}},
booktitle = {2015 IEEE 17th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2015.7340874},
isbn = {978-1-4673-7478-1},
month = {oct},
pages = {1--6},
publisher = {IEEE},
title = {{An improved ICP registration algorithm with a weight-bootstrap scheme}},
url = {http://ieeexplore.ieee.org/document/7340874/},
year = {2015}
}

@inproceedings{Gao2015,
author = {Gao, Lei and Qi, Lin and Guan, Ling},
booktitle = {2015 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2015.129},
isbn = {978-1-5090-0379-2},
month = {dec},
pages = {241--244},
publisher = {IEEE},
title = {{Information Fusion of Audio Emotion Recognition Based on Kernel Entropy Component Analysis in Canonical Correlation Space}},
url = {http://ieeexplore.ieee.org/document/7442333/},
year = {2015}
}

@inproceedings{Gao2015a,
author = {Gao, Lei and Qi, Lin and Guan, Ling},
booktitle = {2015 IEEE International Conference on Image Processing (ICIP)},
doi = {10.1109/ICIP.2015.7351295},
isbn = {978-1-4799-8339-1},
month = {sep},
pages = {2710--2714},
publisher = {IEEE},
title = {{Sparsity preserving multiple canonical correlation analysis with visual emotion recognition to multi-feature fusion}},
url = {http://ieeexplore.ieee.org/document/7351295/},
year = {2015}
}

@inproceedings{Guan2015,
author = {Guan, Ling and Gao, Lei and Tie, Yun and Qi, Lin},
booktitle = {2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP)},
doi = {10.1109/ChinaSIP.2015.7230435},
isbn = {978-1-4799-1948-2},
month = {jul},
pages = {413--417},
publisher = {IEEE},
title = {{A graph representation approach for selecting the optimal projection in information fusion}},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=7230435},
year = {2015}
}

@inproceedings{Guo2015,
author = {Guo, Xin and Tie, Yun and Qi, Lin and Guan, Ling},
booktitle = {2015 IEEE International Symposium on Multimedia (ISM)},
doi = {10.1109/ISM.2015.73},
isbn = {978-1-5090-0379-2},
month = {dec},
pages = {191--196},
publisher = {IEEE},
title = {{A Novel Semi-Supervised Dimensionality Reduction Framework for Multi-manifold Learning}},
url = {http://ieeexplore.ieee.org/document/7442323/},
year = {2015}
}

@inproceedings{HainingXu2015,
author = {{Haining Xu}, Haining and Chen, Enqing and Liang, Chengwu and {Lin Qi} and {Ling Guan}},
booktitle = {2015 IEEE 17th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2015.7340806},
isbn = {978-1-4673-7478-1},
month = {oct},
pages = {1--6},
publisher = {IEEE},
title = {{Spatio-Temporal Pyramid Model based on depth maps for action recognition}},
url = {http://ieeexplore.ieee.org/document/7340806/},
year = {2015}
}

@inproceedings{Ibrahim2015,
author = {Ibrahim, Muhammad Talal and Venetsanopoulos, A. N. and Guan, Ling},
booktitle = {2015 IEEE 28th Canadian Conference on Electrical and Computer Engineering (CCECE)},
doi = {10.1109/CCECE.2015.7129347},
isbn = {978-1-4799-5827-6},
month = {may},
pages = {626--629},
publisher = {IEEE},
title = {{A comparative study of directional filters with application to angiogram image enhancement}},
url = {http://ieeexplore.ieee.org/document/7129347/},
year = {2015}
}

@inproceedings{Khan2015,
author = {Khan, Naimul Mefraz and {Xiaoming Nan} and Quddus, Azhar and Rosales, Edward and {Ling Guan}},
booktitle = {2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG)},
doi = {10.1109/FG.2015.7163134},
isbn = {978-1-4799-6026-2},
month = {may},
pages = {1--6},
publisher = {IEEE},
title = {{On video based face recognition through adaptive sparse dictionary}},
url = {http://ieeexplore.ieee.org/document/7163134/},
year = {2015}
}

@article{Kyan2015,
author = {Kyan, Matthew and Sun, Guoyu and Li, Haiyan and Zhong, Ling and Muneesawang, Paisarn and Dong, Nan and Elder, Bruce and Guan, Ling},
doi = {10.1145/2735951},
issn = {21576904},
journal = {ACM Transactions on Intelligent Systems and Technology},
month = {mar},
number = {2},
pages = {1--37},
title = {{An Approach to Ballet Dance Training through MS Kinect and Visualization in a CAVE Virtual Reality Environment}},
url = {http://dl.acm.org/citation.cfm?doid=2753829.2735951},
volume = {6},
year = {2015}
}

@inproceedings{Liang2015,
author = {Liang, Chengwu and Chen, Enqing and Qi, Lin and Guan, Ling},
booktitle = {2015 IEEE 17th International Workshop on Multimedia Signal Processing (MMSP)},
doi = {10.1109/MMSP.2015.7340790},
isbn = {978-1-4673-7478-1},
month = {oct},
pages = {1--6},
publisher = {IEEE},
title = {{Action recognition using multi-layer Depth Motion maps and Sparse Dictionary Learning}},
url = {http://ieeexplore.ieee.org/document/7340790/},
year = {2015}
}

@article{MefrazKhan2015,
author = {{Mefraz Khan}, Naimul and Kyan, Matthew and Guan, Ling},
doi = {10.1016/j.neucom.2013.09.064},
issn = {09252312},
journal = {Neurocomputing},
month = {jan},
pages = {160--173},
title = {{Intuitive volume exploration through spherical self-organizing map and color harmonization}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S0925231214007115},
volume = {147},
year = {2015}
}

@article{Muneesawang2015,
author = {Muneesawang, Paisarn and Khan, Naimul Mefraz and Kyan, Matthew and Elder, R. Bruce and Dong, Nan and Sun, Guoyu and Li, Haiyan and Zhong, Ling and Guan, Ling},
doi = {10.1109/MMUL.2015.73},
issn = {1070-986X},
journal = {IEEE MultiMedia},
month = {oct},
number = {4},
pages = {80--92},
title = {{A Machine Intelligence Approach to Virtual Ballet Training}},
url = {http://ieeexplore.ieee.org/document/7274255/},
volume = {22},
year = {2015}
}

@article{Qayyum2015,
author = {Qayyum, F. A. and Naeem, M. and Khwaja, A. S. and Anpalagan, A. and Guan, L. and Venkatesh, B.},
doi = {10.1109/ACCESS.2015.2496117},
issn = {2169-3536},
journal = {IEEE Access},
pages = {2176--2190},
title = {{Appliance Scheduling Optimization in Smart Home Networks}},
url = {http://ieeexplore.ieee.org/document/7312407/},
volume = {3},
year = {2015}
}

@inproceedings{Xie2015,
author = {Xie, Zhibing and Tie, Yun and Guan, Ling},
booktitle = {2015 IEEE International Symposium on Circuits and Systems (ISCAS)},
doi = {10.1109/ISCAS.2015.7168736},
isbn = {978-1-4799-8391-9},
month = {may},
pages = {726--729},
publisher = {IEEE},
title = {{A new audiovisual emotion recognition system using entropy-estimation-based multimodal information fusion}},
url = {http://ieeexplore.ieee.org/document/7168736/},
year = {2015}
}

@article{Zhang2015,
author = {Zhang, Ning and Mei, Tao and Hua, Xian-Sheng and Guan, Ling and Li, Shipeng},
doi = {10.1016/j.jvcir.2015.02.007},
issn = {10473203},
journal = {Journal of Visual Communication and Image Representation},
month = {may},
pages = {114--124},
title = {{TapTell: Interactive visual search for mobile task recommendation}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S1047320315000310},
volume = {29},
year = {2015}
}

@inproceedings{Zheng2015,
author = {Zheng, Ning and Guo, Xin and Qi, Lin and Guan, Ling},
booktitle = {2015 IEEE International Symposium on Circuits and Systems (ISCAS)},
doi = {10.1109/ISCAS.2015.7169084},
isbn = {978-1-4799-8391-9},
month = {may},
pages = {2065--2068},
publisher = {IEEE},
title = {{Two-dimensional discriminant multi-manifolds locality preserving projection for facial expression recognition}},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=7169084},
year = {2015}
}

@article{Khan2014a,
author = {Khan, Naimul Mefraz and Ksantini, Riadh and Ahmad, Imran Shafiq and Guan, Ling},
doi = {10.1007/s11760-012-0404-3},
issn = {1863-1703},
journal = {Signal, Image and Video Processing},
month = {nov},
number = {8},
pages = {1625--1637},
title = {{SN-SVM: a sparse nonparametric support vector machine classifier}},
url = {http://link.springer.com/10.1007/s11760-012-0404-3},
volume = {8},
year = {2014}
}

@inproceedings{Khan2014b,
author = {Khan, Naimul Mefraz and Ksantini, Riadh and Guan, Ling},
booktitle = {2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
doi = {10.1109/ICASSP.2014.6854878},
isbn = {978-1-4799-2893-4},
month = {may},
pages = {6607--6611},
publisher = {IEEE},
title = {{Volume visualization using sparse nonparametric support vector machines and harmoniccolors}},
url = {http://ieeexplore.ieee.org/document/6854878/},
year = {2014}
}

@inproceedings{Khan2014,
author = {Khan, Naimul Mefraz and Lin, Stephen and Guan, Ling and Guo, Baining},
booktitle = {2014 IEEE International Symposium on Multimedia},
doi = {10.1109/ISM.2014.21},
isbn = {978-1-4799-4311-1},
month = {dec},
pages = {237--240},
publisher = {IEEE},
title = {{A Visual Evaluation Framework for In-Home Physical Rehabilitation}},
url = {http://ieeexplore.ieee.org/document/7033026/},
year = {2014}
}

@inproceedings{LeiGao2014,
author = {{Lei Gao}, Lei and {Lin Qi} and {Enqing Chen} and Guan, Ling},
booktitle = {2014 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)},
doi = {10.1109/ICMEW.2014.6890577},
isbn = {978-1-4799-4717-1},
month = {jul},
pages = {1--6},
publisher = {IEEE},
title = {{A fisher discriminant framework based on Kernel Entropy Component Analysis for feature extraction and emotion recognition}},
url = {http://ieeexplore.ieee.org/document/6890577/},
year = {2014}
}

@article{MefrazKhan2014,
author = {{Mefraz Khan}, Naimul and Ksantini, Riadh and {Shafiq Ahmad}, Imran and Guan, Ling},
doi = {10.1016/j.patcog.2014.01.004},
issn = {00313203},
journal = {Pattern Recognition},
month = {jun},
number = {6},
pages = {2165--2177},
title = {{Covariance-guided One-Class Support Vector Machine}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S0031320314000077},
volume = {47},
year = {2014}
}

@inproceedings{Nan2014,
author = {Nan, Xiaoming and Guo, Xun and Lu, Yan and He, Yifeng and Guan, Ling and Li, Shipeng and Guo, Baining},
booktitle = {2014 IEEE International Conference on Multimedia and Expo (ICME)},
doi = {10.1109/ICME.2014.6890204},
isbn = {978-1-4799-4761-4},
month = {jul},
pages = {1--6},
publisher = {IEEE},
title = {{A novel cloud gaming framework using joint video and graphics streaming}},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=6890204},
year = {2014}
}

@article{Nan2014a,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
doi = {10.1016/j.jvcir.2014.02.008},
issn = {10473203},
journal = {Journal of Visual Communication and Image Representation},
month = {jul},
number = {5},
pages = {928--942},
title = {{Queueing model based resource optimization for multimedia cloud}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S1047320314000467},
volume = {25},
year = {2014}
}

@incollection{Nan2014b,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {Cloud Computing and Digital Media},
doi = {10.1201/b16614-3},
month = {mar},
pages = {21--46},
publisher = {Chapman and Hall/CRC},
title = {{Resource Optimization for Multimedia Cloud Computing}},
url = {http://www.crcnetbase.com/doi/abs/10.1201/b16614-3},
year = {2014}
}

@inproceedings{Nan2014c,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {2014 IEEE International Conference on Image Processing (ICIP)},
doi = {10.1109/ICIP.2014.7025710},
isbn = {978-1-4799-5751-4},
month = {oct},
pages = {3498--3502},
publisher = {IEEE},
title = {{Towards dynamic resource optimization for cloud-based free viewpoint video service}},
url = {http://ieeexplore.ieee.org/document/7025710/},
year = {2014}
}

@inproceedings{Nan2014d,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
doi = {10.1109/ICASSP.2014.6853683},
isbn = {978-1-4799-2893-4},
month = {may},
pages = {684--688},
publisher = {IEEE},
title = {{Towards optimal resource allocation for differentiated multimedia services in cloud computing environment}},
url = {http://ieeexplore.ieee.org/document/6853683/},
year = {2014}
}

@article{Nan2014e,
author = {Nan, Xiaoming and Zhang, Ziyang and Zhang, Ning and Guo, Fei and He, Yifeng and Guan, Ling},
doi = {10.1007/s12193-014-0168-x},
issn = {1783-7677},
journal = {Journal on Multimodal User Interfaces},
month = {oct},
number = {4},
pages = {367--379},
title = {{vDesign: a CAVE-based virtual design environment using hand interactions}},
url = {http://link.springer.com/10.1007/s12193-014-0168-x},
volume = {8},
year = {2014}
}

@inproceedings{Rosales2014,
author = {Rosales, Edward and Guan, Ling},
booktitle = {2014 IEEE Visual Communications and Image Processing Conference},
doi = {10.1109/VCIP.2014.7051509},
isbn = {978-1-4799-6139-9},
month = {dec},
pages = {81--84},
publisher = {IEEE},
title = {{Stereo correspondence using an assisted discrete cosine transform method}},
url = {http://ieeexplore.ieee.org/document/7051509/},
year = {2014}
}

@inproceedings{Sun2014,
author = {Sun, G. and Muneesawang, P. and Kyan, M. and Li, H. and Zhong, L. and Dong, N. and Elder, B. and Guan, L.},
booktitle = {2014 IEEE International Symposium on Multimedia},
doi = {10.1109/ISM.2014.55},
isbn = {978-1-4799-4311-1},
month = {dec},
pages = {159--166},
publisher = {IEEE},
title = {{An Advanced Computational Intelligence System for Training of Ballet Dance in a Cave Virtual Reality Environment}},
url = {http://ieeexplore.ieee.org/document/7033015/},
year = {2014}
}

@inproceedings{Tang2014,
author = {Tang, Kevin and Tie, Yun and Yang, Truman and Guan, Ling},
booktitle = {2014 IEEE 27th Canadian Conference on Electrical and Computer Engineering (CCECE)},
doi = {10.1109/CCECE.2014.6900993},
isbn = {978-1-4799-3101-9},
month = {may},
pages = {1--6},
publisher = {IEEE},
title = {{Multimodal emotion recognition (MER) system}},
url = {http://ieeexplore.ieee.org/document/6900993/},
year = {2014}
}

@inproceedings{Yazdian2014,
author = {Yazdian, Nazanin and Tie, Yun and Venetsanopoulos, Anastasios and Guan, Ling},
booktitle = {2014 IEEE 27th Canadian Conference on Electrical and Computer Engineering (CCECE)},
doi = {10.1109/CCECE.2014.6900979},
isbn = {978-1-4799-3101-9},
month = {may},
pages = {1--6},
publisher = {IEEE},
title = {{Automatic Ontario license plate recognition using local normalization and intelligent character classification}},
url = {http://ieeexplore.ieee.org/document/6900979/},
year = {2014}
}

@article{Zheng2014,
author = {Zheng, Ning and Qi, Lin and Guan, Ling},
doi = {10.1016/j.jvcir.2014.04.009},
issn = {10473203},
journal = {Journal of Visual Communication and Image Representation},
month = {aug},
number = {6},
pages = {1460--1471},
title = {{Generalized multiple maximum scatter difference feature extraction using QR decomposition}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S1047320314000777},
volume = {25},
year = {2014}
}

@inproceedings{Zheng2014a,
author = {Zheng, Ning and Qi, Lin and Guan, Ling},
booktitle = {2014 IEEE International Symposium on Circuits and Systems (ISCAS)},
doi = {10.1109/ISCAS.2014.6865279},
isbn = {978-1-4799-3432-4},
month = {jun},
pages = {890--893},
publisher = {IEEE},
title = {{Incremental GMMSD2 with applications to feature extraction}},
url = {http://ieeexplore.ieee.org/document/6865279/},
year = {2014}
}

@inproceedings{Gao2013a,
author = {Gao, Lei and Qi, Lin and Guan, Ling},
booktitle = {2013 IEEE China Summit and International Conference on Signal and Information Processing},
doi = {10.1109/ChinaSIP.2013.6625395},
isbn = {978-1-4799-1043-4},
month = {jul},
pages = {523--527},
publisher = {IEEE},
title = {{The spatial shift operations on image reconstruction from 2D-FRFT information with application to SAR moving target detection}},
url = {http://ieeexplore.ieee.org/document/6625395/},
year = {2013}
}

@article{Gao2013,
author = {Gao, Lei and Qi, Lin and Wang, Yongjin and Chen, Enqing and Yang, Shouyi and Guan, Ling},
doi = {10.1007/s11265-012-0722-2},
issn = {1939-8018},
journal = {Journal of Signal Processing Systems},
month = {aug},
number = {2},
pages = {133--148},
title = {{Rotation Invariance in 2D-FRFT with Application to Digital Image Watermarking}},
url = {http://link.springer.com/10.1007/s11265-012-0722-2},
volume = {72},
year = {2013}
}

@inproceedings{Khan2013,
author = {Khan, Naimul Mefraz and Ksantiniy, Riadh and Ahmad, Imran Shafiq and Guan, Ling},
booktitle = {2013 IEEE International Conference on Acoustics, Speech and Signal Processing},
doi = {10.1109/ICASSP.2013.6638319},
isbn = {978-1-4799-0356-6},
month = {may},
pages = {3552--3556},
publisher = {IEEE},
title = {{Incorporating covariance information in one class support vector classification}},
url = {http://ieeexplore.ieee.org/document/6638319/},
year = {2013}
}

@article{MingDu2013,
author = {{Ming Du}, Ming and {Xiaoming Nan} and {Ling Guan}},
doi = {10.1109/TIP.2013.2263146},
issn = {1057-7149},
journal = {IEEE Transactions on Image Processing},
month = {oct},
number = {10},
pages = {3852--3865},
title = {{Monocular Human Motion Tracking by Using DE-MC Particle Filter}},
url = {http://ieeexplore.ieee.org/document/6516091/},
volume = {22},
year = {2013}
}

@inproceedings{Nan2013,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {2013 IEEE International Conference on Acoustics, Speech and Signal Processing},
doi = {10.1109/ICASSP.2013.6638363},
isbn = {978-1-4799-0356-6},
month = {may},
pages = {3771--3775},
publisher = {IEEE},
title = {{Optimal task-level scheduling for cloud based multimedia applications}},
url = {http://ieeexplore.ieee.org/document/6638363/},
year = {2013}
}

@inproceedings{Nan2013a,
author = {Nan, Xiaoming and Zhang, Ziyang and Zhang, Ning and Guo, Fei and He, Yifeng and Guan, Ling},
booktitle = {2013 IEEE China Summit and International Conference on Signal and Information Processing},
doi = {10.1109/ChinaSIP.2013.6625382},
isbn = {978-1-4799-1043-4},
month = {jul},
pages = {461--465},
publisher = {IEEE},
title = {{VDESIGN: Toward image segmentation and composition in cave using finger interactions}},
url = {http://ieeexplore.ieee.org/document/6625382/},
year = {2013}
}

@inproceedings{Rosales2013,
author = {Rosales, Edward and Tie, Yun and Venetsanopoulos, Anastasios and Guan, Ling},
booktitle = {2013 26th IEEE Canadian Conference on Electrical and Computer Engineering (CCECE)},
doi = {10.1109/CCECE.2013.6567723},
isbn = {978-1-4799-0033-6},
month = {may},
pages = {1--4},
publisher = {IEEE},
title = {{Automatic face recognition from video sequences using a template based cross correlation method}},
url = {http://ieeexplore.ieee.org/lpdocs/epic03/wrapper.htm?arnumber=6567723},
year = {2013}
}

@article{Tie2013,
author = {Tie, Yun and Guan, Ling},
doi = {10.1109/TCSVT.2012.2203210},
issn = {1051-8215},
journal = {IEEE Transactions on Circuits and Systems for Video Technology},
month = {jan},
number = {1},
pages = {142--157},
title = {{A Deformable 3-D Facial Expression Model for Dynamic Human Emotional State Recognition}},
url = {http://ieeexplore.ieee.org/document/6213101/},
volume = {23},
year = {2013}
}

@article{Tie2013a,
author = {Tie, Yun and Guan, Ling},
doi = {10.1186/1687-5281-2013-8},
issn = {1687-5281},
journal = {EURASIP Journal on Image and Video Processing},
month = {dec},
number = {1},
pages = {8},
title = {{Automatic landmark point detection and tracking for human facial expressions}},
url = {https://jivp-eurasipjournals.springeropen.com/articles/10.1186/1687-5281-2013-8},
volume = {2013},
year = {2013}
}

@inproceedings{XiaomingNan2013,
author = {{Xiaoming Nan}, Xiaoming and {Yifeng He} and {Ling Guan}},
booktitle = {2013 IEEE International Symposium on Circuits and Systems (ISCAS2013)},
doi = {10.1109/ISCAS.2013.6571877},
isbn = {978-1-4673-5762-3},
month = {may},
pages = {449--452},
publisher = {IEEE},
title = {{Optimal resource allocation for multimedia application providers in multi-site cloud}},
url = {http://ieeexplore.ieee.org/document/6571877/},
year = {2013}
}

@inproceedings{XiaomingNan2013a,
author = {{Xiaoming Nan}, Xiaoming and {Yifeng He} and {Ling Guan}},
booktitle = {2013 IEEE International Symposium on Circuits and Systems (ISCAS2013)},
doi = {10.1109/ISCAS.2013.6572478},
isbn = {978-1-4673-5762-3},
month = {may},
pages = {2872--2875},
publisher = {IEEE},
title = {{Optimization of workload scheduling for multimedia cloud computing}},
url = {http://ieeexplore.ieee.org/document/6572478/},
year = {2013}
}

@article{XIE2013,
author = {XIE, ZHIBING and GUAN, LING},
doi = {10.1142/S1793351X13400023},
issn = {1793-351X},
journal = {International Journal of Semantic Computing},
month = {mar},
number = {01},
pages = {25--42},
title = {{MULTIMODAL INFORMATION FUSION OF AUDIO EMOTION RECOGNITION BASED ON KERNEL ENTROPY COMPONENT ANALYSIS}},
url = {http://www.worldscientific.com/doi/abs/10.1142/S1793351X13400023},
volume = {07},
year = {2013}
}

@article{Xie2013,
author = {Xie, Zhibing and Guan, Ling},
doi = {10.4018/ijmdem.2013100101},
issn = {1947-8534},
journal = {International Journal of Multimedia Data Engineering and Management},
month = {oct},
number = {4},
pages = {1--14},
title = {{Multimodal Information Fusion of Audiovisual Emotion Recognition Using Novel Information Theoretic Tools}},
url = {http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/ijmdem.2013100101},
volume = {4},
year = {2013}
}

@inproceedings{YiHuang2013,
author = {{Yi Huang}, Yi and {Yun Tie} and Venetsanopoulos, Anastasios and {Ling Guan}},
booktitle = {2013 IEEE International Symposium on Circuits and Systems (ISCAS2013)},
doi = {10.1109/ISCAS.2013.6572479},
isbn = {978-1-4673-5762-3},
month = {may},
pages = {2876--2879},
publisher = {IEEE},
title = {{Human emotion recognition using the adaptive sub-layer-compensation based facial edge detection}},
url = {http://ieeexplore.ieee.org/document/6572479/},
year = {2013}
}

@article{Yun2013,
author = {Yun, Tie and Guan, Ling},
doi = {10.1016/j.patcog.2012.08.002},
issn = {00313203},
journal = {Pattern Recognition},
month = {feb},
number = {2},
pages = {529--538},
title = {{Human emotional state recognition using real 3D visual features from Gabor library}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S0031320312003421},
volume = {46},
year = {2013}
}

@inproceedings{ZhibingXie2013,
author = {{Zhibing Xie}, Zhibing and Guan, Ling},
booktitle = {2013 IEEE International Conference on Multimedia and Expo (ICME)},
doi = {10.1109/ICME.2013.6607464},
isbn = {978-1-4799-0015-2},
month = {jul},
pages = {1--6},
publisher = {IEEE},
title = {{Multimodal information fusion of audiovisual emotion recognition using novel information theoretic tools}},
url = {http://ieeexplore.ieee.org/document/6607464/},
year = {2013}
}

@inproceedings{Gao2012a,
author = {Gao, Lei and Qi, Lin and Chen, Enqing and Guan, Ling},
booktitle = {2012 IEEE International Symposium on Multimedia},
doi = {10.1109/ISM.2012.15},
isbn = {978-1-4673-4370-1},
month = {dec},
pages = {36--43},
publisher = {IEEE},
title = {{Discriminative Multiple Canonical Correlation Analysis for Multi-feature Information Fusion}},
url = {http://ieeexplore.ieee.org/document/6424628/},
year = {2012}
}

@inproceedings{Gao2012,
author = {Gao, Lei and Qi, Lin and Yang, Shouyi and Wang, Yongjin and Yun, Tie and Guan, Ling},
booktitle = {2012 IEEE International Symposium on Multimedia},
doi = {10.1109/ISM.2012.60},
isbn = {978-1-4673-4370-1},
month = {dec},
pages = {286--289},
publisher = {IEEE},
title = {{2D-FRFT Based Rotation Invariant Digital Image Watermarking}},
url = {http://ieeexplore.ieee.org/document/6424673/},
year = {2012}
}

@article{He2012a,
abstract = {{\textless}p{\textgreater} Multi-channel Peer-to-Peer (P2P) Video-on-Demand (VoD) systems can be categorized into {\textless}italic{\textgreater}independent-channel{\textless}/italic{\textgreater} P2P VoD systems and {\textless}italic{\textgreater}correlated-channel{\textless}/italic{\textgreater} P2P VoD systems. Streaming capacity for a channel is defined as the maximal streaming rate that can be received by every user of the channel. In this paper, we study the streaming capacity problem in multi-channel P2P VoD systems. In an independent-channel P2P VoD system, there is no resource correlation among channels. Therefore, we can find the average streaming capacity for the independent-channel P2P VoD system by finding the streaming capacity for each individual channel, respectively. We propose a distributed algorithm to solve the streaming capacity problem for a single channel in an independent-channel P2P VoD system. The average streaming capacity for a correlated-channel P2P VoD system depends on both the intra-channel and cross-channel resource allocation. To better utilize the cross-channel resources, we first optimize the server upload allocation among channels to maximize the average streaming capacity and then propose cross-channel helpers to enable cross-channel sharing of peer upload bandwidths. We demonstrate in the simulations that the correlated-channel P2P VoD systems with both intra-channel and cross-channel resource allocation can obtain a higher average streaming capacity compared to the independent-channel P2P VoD systems with only intra-channel resource allocation. {\textless}/p{\textgreater}},
author = {He, Yifeng and Guan, Ling},
doi = {10.1155/2012/807520},
issn = {1687-7578},
journal = {International Journal of Digital Multimedia Broadcasting},
pages = {1--9},
title = {{Improving Streaming Capacity in Multi-Channel P2P VoD Systems via Intra-Channel and Cross-Channel Resource Allocation}},
url = {http://www.hindawi.com/journals/ijdmb/2012/807520/},
volume = {2012},
year = {2012}
}

\textlessp\textgreater Multi-channel Peer-to-Peer (P2P) Video-on-Demand (VoD) systems can be categorized into \textlessitalic\textgreaterindependent-channel\textless/italic\textgreater P2P VoD systems and \textlessitalic\textgreatercorrelated-channel\textless/italic\textgreater P2P VoD systems. Streaming capacity for a channel is defined as the maximal streaming rate that can be received by every user of the channel. In this paper, we study the streaming capacity problem in multi-channel P2P VoD systems. In an independent-channel P2P VoD system, there is no resource correlation among channels. Therefore, we can find the average streaming capacity for the independent-channel P2P VoD system by finding the streaming capacity for each individual channel, respectively. We propose a distributed algorithm to solve the streaming capacity problem for a single channel in an independent-channel P2P VoD system. The average streaming capacity for a correlated-channel P2P VoD system depends on both the intra-channel and cross-channel resource allocation. To better utilize the cross-channel resources, we first optimize the server upload allocation among channels to maximize the average streaming capacity and then propose cross-channel helpers to enable cross-channel sharing of peer upload bandwidths. We demonstrate in the simulations that the correlated-channel P2P VoD systems with both intra-channel and cross-channel resource allocation can obtain a higher average streaming capacity compared to the independent-channel P2P VoD systems with only intra-channel resource allocation. \textless/p\textgreater

@article{He2012,
author = {He, Yifeng and Guan, Ling and Zhu, Wenwu and Lee, Ivan},
doi = {10.1155/2012/238460},
issn = {1687-7578},
journal = {International Journal of Digital Multimedia Broadcasting},
pages = {1--2},
title = {{Cloud Computing and Dynamic Resource Allocation for Multimedia Applications}},
url = {http://www.hindawi.com/journals/ijdmb/2012/238460/},
volume = {2012},
year = {2012}
}

@article{He2012b,
author = {He, Yifeng and Venkatesh, Bala and Guan, Ling},
doi = {10.1109/TSG.2011.2173507},
issn = {1949-3053},
journal = {IEEE Transactions on Smart Grid},
month = {sep},
number = {3},
pages = {1095--1105},
title = {{Optimal Scheduling for Charging and Discharging of Electric Vehicles}},
url = {http://ieeexplore.ieee.org/document/6244822/},
volume = {3},
year = {2012}
}

@article{Ibrahim2012,
author = {Ibrahim, Muhammad Talal and Wang, Yongjin and Guan, Ling and Venetsanopoulos, Anastasios N.},
doi = {10.1007/s11265-011-0630-x},
issn = {1939-8018},
journal = {Journal of Signal Processing Systems},
month = {sep},
number = {3},
pages = {401--414},
title = {{A Filter Bank Based Approach for Rotation Invariant Fingerprint Recognition}},
url = {http://link.springer.com/10.1007/s11265-011-0630-x},
volume = {68},
year = {2012}
}

@article{Khan2012,
author = {Khan, N.M. and Ksantini, R. and Ahmad, I.S. and Boufama, B.},
doi = {10.1016/j.patcog.2011.05.004},
issn = {00313203},
journal = {Pattern Recognition},
month = {jan},
number = {1},
pages = {66--79},
title = {{A novel SVM+NDA model for classification with an application to face recognition}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S0031320311001993},
volume = {45},
year = {2012}
}

@article{Lee2012,
author = {Lee, Ivan and Guan, Ling},
doi = {10.1007/s12652-011-0075-x},
issn = {1868-5137},
journal = {Journal of Ambient Intelligence and Humanized Computing},
month = {jun},
number = {2},
pages = {87--94},
title = {{Inter-frame dependency in multiview multi-description video streaming}},
url = {http://link.springer.com/10.1007/s12652-011-0075-x},
volume = {3},
year = {2012}
}

@inproceedings{Nan2012,
author = {Nan, Xiaoming and He, Yifeng and Guan, Ling},
booktitle = {2012 IEEE International Symposium on Circuits and Systems},
doi = {10.1109/ISCAS.2012.6271425},
isbn = {978-1-4673-0219-7},
month = {may},
pages = {1111--1114},
publisher = {IEEE},
title = {{Optimal resource allocation for multimedia cloud in priority service scheme}},
url = {http://ieeexplore.ieee.org/document/6271425/},
year = {2012}
}

@inproceedings{Tie2012,
author = {Tie, Yun and Guan, Ling},
booktitle = {2012 IEEE International Symposium on Circuits and Systems},
doi = {10.1109/ISCAS.2012.6271426},
isbn = {978-1-4673-0219-7},
month = {may},
pages = {1115--1118},
publisher = {IEEE},
title = {{Human emotion recognition using a deformable 3D facial expression model}},
url = {http://ieeexplore.ieee.org/document/6271426/},
year = {2012}
}

@article{Wen2012,
author = {Wen, Hao and Fang, Liping and Guan, Ling},
doi = {10.1016/j.eswa.2011.11.087},
issn = {09574174},
journal = {Expert Systems with Applications},
month = {apr},
number = {5},
pages = {5806--5814},
title = {{A hybrid approach for personalized recommendation of news on the Web}},
url = {http://linkinghub.elsevier.com/retrieve/pii/S0957417411016332},
volume = {39},
year = {2012}
}

@inproceedings{Xie2012,
author = {Xie, Zhibing and Guan, Ling},
booktitle = {2012 IEEE International Symposium on Multimedia},
doi = {10.1109/ISM.2012.9},
isbn = {978-1-4673-4370-1},
month = {dec},
pages = {1--8},
publisher = {IEEE},
title = {{Multimodal Information Fusion of Audio Emotion Recognition Based on Kernel Entropy Component Analysis}},
url = {http://ieeexplore.ieee.org/document/6424622/},
year = {2012}
}

@article{YongjinWang2012,
author = {{Yongjin Wang}, Yongjin and {Ling Guan} and Venetsanopoulos, A. N.},
doi = {10.1109/TMM.2012.2189550},
issn = {1520-9210},
journal = {IEEE Transactions on Multimedia},
month = {jun},
number = {3},
pages = {597--607},
title = {{Kernel Cross-Modal Factor Analysis for Information Fusion With Application to Bimodal Emotion Recognition}},
url = {http://ieeexplore.ieee.org/document/6161652/},
volume = {14},
year = {2012}
}

@article{Zhang2012,
author = {Zhang, Ning and Duan, Ling-Yu and Li, Lingfang and Huang, Qingming and Du, Jun and Gao, Wen and Guan, Ling},
doi = {10.1145/2168752.2168760},
issn = {21576904},
journal = {ACM Transactions on Intelligent Systems and Technology},
month = {may},
number = {3},
pages = {1--29},
title = {{A Generic Approach for Systematic Analysis of Sports Videos}},
url = {http://dl.acm.org/citation.cfm?doid=2168752.2168760},
volume = {3},
year = {2012}
}