@inproceedings{banjongkan2023pm,
  title={PM 2.5 Forecasting Model based on Linear and Non-linear Hybrid Algorithm},
  author={Banjongkan, Anupong and Kerdprasop, Nittaya and Hirunyawanakul, Anusara and Kerdprasop, Kittisak},
  booktitle={2023 15th International Conference on Knowledge and Smart Technology (KST)},
  pages={1--6},
  year={2023},
  organization={IEEE}
}

@article{banjongkan2023renewable,
  title={Renewable Energy Forecasting with Hybrid Nonlinear Model (ANFIS): Case Study of Wind Speed in Thailand},
  author={Banjongkan, Anupong and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  year={2023}
}

@article{teerarassamee2023smoke,
  title={Smoke Detection with Ensemble Modeling},
  author={Teerarassamee, Pongsakorn and Chanklan, Ratiporn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Modeling and Optimization},
  volume={13},
  number={2},
  year={2023}
}

@article{bunrit2023systematic,
  title={Systematic Configuration for Hyperparameters Optimization in Transferring of CNN Model to Disaster Events Classification from UAV Images},
  author={Bunrit, Supaporn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Journal of Image and Graphics},
  volume={11},
  number={3},
  year={2023}
}

@inproceedings{soisom2022search,
  title={The Search for Areas with High Solar Energy Based on Clustering Analysis},
  author={Soisom, Isara and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the 2022 5th Artificial Intelligence and Cloud Computing Conference},
  pages={78--82},
  year={2022}
}

@inproceedings{kerdprasop2022food,
  title={Food Production Forecasting with Time Series and Ensemble Modeling Methods},
  author={Kerdprasop, Kittisak and Chuaybamroong, Paradee and Kerdprasop, Nittaya},
  booktitle={Proceedings of the 2022 5th Artificial Intelligence and Cloud Computing Conference},
  pages={59--65},
  year={2022}
}

@article{pongsena2021development,
  title={Development of a model for predicting the direction of daily price changes in the Forex market using Long Short-Term Memory},
  author={Pongsena, Watthana and Sitsayabut, Prakaidoy and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={11},
  number={1},
  pages={61--67},
  year={2021}
}

@article{poomka2021machine,
  title={Machine learning versus deep learning performances on the sentiment analysis of product reviews},
  author={Poomka, Pumrapee and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={11},
  number={2},
  pages={103--109},
  year={2021}
}

@article{worrakantapon2021real,
  title={Real-Time Human Detection in a Restricted Area for Safety in Truck Dumper Control System Using Deep Learning},
  author={Worrakantapon, Apirak and Pongsena, Wattana and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  year={2021}
}

@article{sriwong2021study,
  title={The Study of Noise Effect on CNN-Based Deep Learning from Medical Images},
  author={Sriwong, Kittipat and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Int. J. Mach. Learn. Comput},
  volume={11},
  pages={202--207},
  year={2021}
}

@article{banjongkan2021study,
  title={A Study of Job Failure Prediction at Job Submit-State and Job Start-State in High-Performance Computing System: Using Decision Tree Algorithms [J]},
  author={Banjongkan, Anupong and Pongsena, Watthana and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Journal of Advances in Information Technology},
  volume={12},
  number={2},
  year={2021}
}

@article{chen2020b2b,
  title={B2B marketing crafts intelligence commerce: How a Chatbot is designed for the Taiwan agriculture service},
  author={Chen, Abbott Po Shun and Chansilp, K and Kerdprasop, K and Chuaybamroong, P and Kerdprasop, N and Shun-Fa, H and Kaium, MA},
  journal={International Journal of e-Education, e-Business, e-Management and e-Learning},
  volume={10},
  number={2},
  pages={114--124},
  year={2020}
}

@article{chansilp2020modeling,
  title={On Modeling Smoke-Haze Incidence with Cluster and Regression Analyses},
  author={Chansilp, Kacha and Chuaybamroong, Paradee and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Machine Learning and Computing},
  volume={10},
  number={6},
  year={2020}
}

@article{sriwong2020computational,
  title={A Computational Method to Assess Post-operative Risk of Lung Cancer Patients},
  author={Sriwong, Kittipat and Kerdprasop, Kittisak and Chuaybamroong, Paradee and Kerdprasop, Nittaya},
  journal={International Journal of Modeling and Optimization},
  volume={10},
  number={5},
  year={2020}
}

@article{hirunyawanakul2020feature,
  title={Feature selection to improve performance of yield prediction in hard disk drive manufacturing},
  author={Hirunyawanakul, Anusara and Kaoungku, Nuntawut and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Int. J. Electr. Electron. Eng. Telecommun.},
  volume={9},
  pages={420--428},
  year={2020}
}

@article{bunrit2020improving,
  title={Improving the representation of cnn based features by autoencoder for a task of construction material image classification},
  author={Bunrit, S and Kerdprasop, N and Kerdprasop, K},
  journal={Journal of Advances in Information Technology},
  volume={11},
  number={4},
  year={2020}
}

@inproceedings{kerdprasop2020multi,
  title={A Multi-criteria Scheme to Build Model Ensemble for Dengue Infection Case Estimation},
  author={Kerdprasop, Nittaya and Kerdorasop, Kittisak and Chuaybamroong, Paradee},
  booktitle={2020 International Conference on Decision Aid Sciences and Application (DASA)},
  pages={214--218},
  year={2020},
  organization={IEEE}
}

@article{banjongkan2020comparative,
  title={A comparative study of learning techniques with convolutional neural network based on HPC-workload dataset},
  author={Banjongkan, Anupong and Pongsena, Watthana and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={10},
  number={1},
  pages={10--17},
  year={2020}
}

@article{kerdprasop2020economic,
  title={Economic and environmental analysis of life expectancy in China and India: A data driven approach},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak and Chuaybamroong, Paradee},
  journal={Advances in Science, Technology and Engineering Systems Journal},
  volume={5},
  number={5},
  pages={308--313},
  year={2020}
}

@article{hirunyawanakul2020efficient,
  title={Efficient Machine Learning Methods for Hard Disk Drive Yield Prediction Improvement},
  author={Hirunyawanakul, Anusara and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={10},
  number={2},
  pages={240--246},
  year={2020}
}

@article{pongsena2020deep,
  title={Deep Learning for Financial Time-Series Data Analytics: An Image Processing Based Approach},
  author={Pongsena, Watthana and Ditsayabut, Prakaidoy and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={10},
  number={1},
  pages={51--56},
  year={2020}
}

@inproceedings{kerdprasop2019use,
  title={The Use of Spaceborne and Oceanic Sensors to Model Dengue Incidence in the Outbreak Surveillance System},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Chansilp, Kacha and Chuaybamroong, Paradee},
  booktitle={International Conference on Computational Science and Its Applications},
  pages={447--460},
  year={2019},
  organization={Springer International Publishing Cham}
}

@inproceedings{kerdprasop2019anomaly,
  title={Anomaly detection with machine learning technique to support smart logistics},
  author={Kerdprasop, Nittaya and Chansilp, Kacha and Kerdprasop, Kittisak and Chuaybamroong, Paradee},
  booktitle={International Conference on Computational Science and Its Applications},
  pages={461--472},
  year={2019},
  organization={Springer International Publishing Cham}
}

@article{suksut2019improvement,
  title={Improvement the imbalanced data classification with restarting genetic algorithm for support vector machine algorithm},
  author={Suksut, Keerachart and Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Future Computer and Communication},
  volume={8},
  number={2},
  pages={63--67},
  year={2019}
}

@article{poomka2019sms,
  title={SMS spam detection based on long short-term memory and gated recurrent unit},
  author={Poomka, Pumrapee and Pongsena, Wattana and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Future Computer and Communication},
  volume={8},
  number={1},
  pages={11--15},
  year={2019}
}

@article{bunrit2019evaluating,
  title={Evaluating on the transfer learning of CNN architectures to a construction material image classification task},
  author={Bunrit, Supaporn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Int. J. Mach. Learn. Comput},
  volume={9},
  number={2},
  pages={201--207},
  year={2019}
}

@article{chujai2019one,
  title={The One-Versus-One Classification Technique Based on Data Synthesis with Appropriate Distant Neighbors},
  author={Chujai, Pasapitch and Chaiyakhan, Kedkarn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Information and Electronics Engineering},
  volume={9},
  number={2},
  year={2019}
}

@article{bunrit2019text,
  title={Text-independent speaker identification using deep learning model of convolution neural network},
  author={Bunrit, Supaporn and Inkian, Thuttaphol and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={9},
  number={2},
  pages={143--148},
  year={2019}
}

@article{sriwong2019dermatological,
  title={Dermatological classification using deep learning of skin image and patient background knowledge},
  author={Sriwong, Kittipat and Bunrit, Supaporn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Machine Learning and Computing},
  volume={9},
  number={6},
  pages={862--867},
  year={2019},
  publisher={EJournal Publishing}
}

@inproceedings{kerdprasop2019ensemble,
  title={Ensemble Modeling Method to Predict Life Expectancy of Population in High-Income Countries: Japan and Finland},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak and Chuaybamroong, Paradee},
  booktitle={2019 25th Conference of Open Innovations Association (FRUCT)},
  pages={153--161},
  year={2019},
  organization={IEEE}
}

@article{kaoungku2019colorectal,
  title={Colorectal Cancer Histology Image Classification Using Stacked Ensembles},
  author={Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya and Chanklan, Ratiporn and Suksut, Keerachart},
  journal={Int. J. Futur. Comput. Commun.},
  volume={8},
  number={3},
  pages={104--108},
  year={2019}
}

@article{chaiyakhan2019classification,
  title={Classification of Melanoma Considering the Adaptive Additional Shape Feature},
  author={Chaiyakhan, K and Chujai, P and Chanklan, R and Kerdprasop, N},
  journal={International Journal of Future Computer and Communication},
  volume={8},
  number={4},
  year={2019}
}

@article{hirunyawanakul2019deep,
  title={Deep learning technique for improving the recognition of handwritten signature},
  author={Hirunyawanakul, Anusara and Bunrit, Supaporn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Int. J. Inform. Electron. Eng},
  volume={9},
  number={4},
  year={2019}
}

@inproceedings{kerdprasop2019categorical,
  title={Categorical Modeling Method to Analyze Factors Relating to Longevity of Populations in the East and Southeast Asia},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak and Chuaybamroong, Paradee},
  booktitle={Proceedings of the 2019 2nd Artificial Intelligence and Cloud Computing Conference},
  pages={14--19},
  year={2019}
}

@inproceedings{kerdprasop2019forecasting,
  title={Forecasting Dengue Incidence with the Chi-squared Automatic Interaction Detection Technique},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Chuaybamroong, Paradee},
  booktitle={Proceedings of the 2019 2nd Artificial Intelligence and Cloud Computing Conference},
  pages={37--42},
  year={2019}
}

@inproceedings{kerdprasop2019temporal,
  title={Temporal Evaluation of Adaptive Neuro-Fuzzy Inference System for Rainfall Time Series Modeling},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Chuaybamroong, Paradee},
  booktitle={Conference of Open Innovations Association, FRUCT},
  number={25},
  pages={477--482},
  year={2019},
  organization={FRUCT Oy}
}

@article{chanklan2018development,
  title={Development model for predict runoff in Mun basin},
  author={Chanklan, Ratiporn and Chaiyakhan, Kedkarn and Kerdprasop, Nittaya and others},
  year={2018}
}

@article{kaoungku2018silhouette,
  title={The silhouette width criterion for clustering and association mining to select image features},
  author={Kaoungku, Nuntawut and Suksut, Keerachart and Chanklan, Ratiporn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International journal of machine learning and computing},
  volume={8},
  number={1},
  pages={69--73},
  year={2018}
}

@inproceedings{pongsena2018analysis,
  title={An analysis of the co-movement of price change volatility in forex market},
  author={Pongsena, Watthana and Ditsayabut, Prakaidoy and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={World Congress on Engineering, London, UK, July},
  pages={4--6},
  year={2018}
}

@article{sriwong2018post,
  title={Post-operative life expectancy of lung cancer patients predicted by Bayesian network model},
  author={Sriwong, Kittipat and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Machine Learning and Computing},
  volume={8},
  number={3},
  pages={280--285},
  year={2018}
}

@inproceedings{kerdprasop2018forest,
  title={Forest Fire Area Estimation using Support Vector Machine as an Approximator.},
  author={Kerdprasop, Nittaya and Poomka, Pumrapee and Chuaybamroong, Paradee and Kerdprasop, Kittisak},
  booktitle={IJCCI},
  pages={269--273},
  year={2018}
}

@inproceedings{kerdprasop2018modeling,
  title={Modeling Method for Temperature Anomaly Analysis.},
  author={Kerdprasop, Kittisak and Chuaybamroong, Paradee and Kerdprasop, Nittaya},
  booktitle={IJCCI},
  pages={274--280},
  year={2018}
}

@article{chanklan2018runoff,
  title={Runoff prediction with a combined artificial neural network and support vector regression},
  author={Chanklan, Ratiporn and Kaoungku, Nuntawut and Suksut, Keerachart and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Machine Learning and Computing},
  volume={8},
  number={1},
  pages={39--43},
  year={2018}
}

@article{ruangudomsakul2018application,
  title={Application of remote sensing data for dengue outbreak estimation using Bayesian network},
  author={Ruangudomsakul, Chanintorn and Duangsin, Apinya and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Int. J. Mach. Learn. Comput},
  volume={8},
  pages={394--398},
  year={2018}
}

@article{pongsena2018developing,
  title={Developing a forex expert advisor based on Japanese candlestick patterns and technical trading strategies},
  author={Pongsena, Watthana and Ditsayabut, Prakaidoy and Panichkul, Panida and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Trade, Economics and Finance},
  volume={9},
  number={6},
  pages={238--243},
  year={2018}
}

@article{bunrit2018multiresolution,
  title={Multiresolution analysis based on wavelet transform for commodity prices time series forecasting},
  author={Bunrit, Supaporn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={8},
  number={2},
  pages={175--180},
  year={2018}
}

@article{thinsungnoen2018deep,
  title={Deep autoencoder networks optimized with genetic algorithms for efficient ECG clustering},
  author={Thinsungnoen, Tippaya and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Machine Learning and Computing},
  volume={8},
  number={2},
  pages={112--116},
  year={2018}
}

@article{boonamnuay2018classification,
  title={Classification and regression tree with resampling for classifying imbalanced data},
  author={Boonamnuay, Supajittree and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={8},
  number={4},
  pages={336--340},
  year={2018}
}

@article{hirunyawanakul2018novel,
  title={A Novel Heuristic Method for Misclassification Cost Tuning in Imbalanced Data},
  author={Hirunyawanakul, Anusara and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={8},
  number={6},
  pages={565--570},
  year={2018}
}

@inproceedings{chaiyakhan2017hourly,
  title={Hourly Ground-level Ozone Concentration Prediction using Support Vector Regression},
  author={Chaiyakhan, Kedkarn and Chujai, Pasapitch and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={International MultiConference of Engineers and Computer Scientists},
  volume={1},
  year={2017}
}

@inproceedings{chujai2017cluster,
  title={A cluster based classification of imbalanced data with overlapping regions between classes},
  author={Chujai, Pasapitch and Chomboon, Kittipong and Chaiyakhan, Kedkarn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  pages={15--17},
  year={2017}
}

@article{chanklan2017hybrid,
  title={A Hybrid Modeling Technique to Predict Runoff},
  author={Chanklan, Ratiporn and Chaiyakhan, Kedkarn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Modeling and Optimization},
  volume={7},
  number={2},
  pages={60},
  year={2017},
  publisher={IACSIT Press}
}

@article{chuentawat2017forecast,
  title={The forecast of PM10 Pollutant by using a hybrid model},
  author={Chuentawat, Ronnachai and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International journal of future computer and communication},
  volume={6},
  number={3},
  pages={128},
  year={2017},
  publisher={IACSIT Press}
}

@article{thinsungnoen2017deep,
  title={A deep learning of time series for efficient analysis},
  author={Thinsungnoen, Tippaya and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Future Computer and Communication},
  volume={6},
  number={3},
  pages={123},
  year={2017},
  publisher={IACSIT Press}
}

@article{kaoungku2017method,
  title={A method to clustering the feature ranking on data classification using an ensemble feature selection},
  author={Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Future Computer and Communication},
  volume={6},
  number={3},
  pages={81--85},
  year={2017},
  publisher={IACSIT Press}
}

@article{suksut2017support,
  title={Support vector machine with restarting genetic algorithm for classifying imbalanced data},
  author={Suksut, Keerachart and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Future Computer and Communication},
  volume={6},
  number={3},
  pages={92--96},
  year={2017},
  publisher={IACSIT Press}
}

@article{kerdprasop2017trading,
  title={Trading decision models based on the index movement analysis of East Asian stock exchange market},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Review of Integrative Business and Economics Research},
  volume={6},
  pages={92--101},
  year={2017}
}

@inproceedings{kaoungku2017data,
  title={Data classification based on feature selection with association rule mining},
  author={Kaoungku, Nuntawut and Suksut, Keerachart and Chanklan, Ratiporn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={International MultiConference of Engineers and Computer Scientists, Hong Kong},
  year={2017}
}

@inproceedings{suksut2017parameter,
  title={Parameter optimization for mammogram image classification with support vector machine},
  author={Suksut, Keerachart and Chanklan, Ratiporn and Kaoungku, Nuntawut and Chaiyakhan, Kedkard and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  year={2017}
}

@inproceedings{chanklan2017applying,
  title={On applying regression and neural network to predict rainfall using satellite based index},
  author={Chanklan, Ratiporn and Suksut, Keerachart and Chaiyakhan, Kedkard and Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the international multi conference of engineers and computer scientists, Hong Kong, China},
  year={2017}
}

@inproceedings{kerdprasop2017study,
  title={The study of vegetation greenness patterns through time series clustering of remotely sensed data},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={2017 12th IEEE Conference on Industrial Electronics and Applications (ICIEA)},
  pages={1990--1995},
  year={2017},
  organization={IEEE}
}

@inproceedings{kerdprasop2017association,
  title={Association of economic and environmental factors to life expectancy of people in the Mekong basin},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={2017 12th IEEE Conference on Industrial Electronics and Applications (ICIEA)},
  pages={1984--1989},
  year={2017},
  organization={IEEE}
}

@article{kerdprasop2017greenness,
  title={Greenness Pattern Analysis with the Remote Sensing Index Clustering},
  author={Kerdprasop, Nittaya and Chansilp, Kacha and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={7},
  number={6},
  year={2017}
}

@article{suksut2017parameter,
  title={Parameter Optimization with Restarting Genetic Algorithm for the Forest Type Classification},
  author={Suksut, Keerachart and Kaoungku, Nuntawut and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Machine Learning and Computing},
  volume={7},
  number={6},
  year={2017}
}

@article{kaewwijit2017improvement,
  title={The improvement of support vector regression to forecast time series.},
  author={Kaewwijit, T and Kerdprasop, N and Kerdprasop, K and others},
  journal={Journal of Science and Technology Mahasarakham University},
  volume={36},
  number={4},
  pages={452--458},
  year={2017},
  publisher={Mahasarakham University}
}

@article{wanapu2016investigation,
  title={An investigation on the correlation of learner styles and learning objects characteristics in a proposed Learning Objects Management Model (LOMM)},
  author={Wanapu, Supachanun and Fung, Chun Che and Kerdprasop, Nittaya and Chamnongsri, Nisachol and Niwattanakul, Suphakit},
  journal={Education and Information Technologies},
  volume={21},
  pages={1113--1134},
  year={2016},
  publisher={Springer US}
}

@article{chuentawat2016artificial,
  title={Artificial neural networks and time series models for electrical load analysis},
  author={Chuentawat, Ronnachai and Bunrit, Supaporn and Ruangudomsakul, Chanintorn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={vol. I},
  year={2016}
}

@inproceedings{bunrit2016neural,
  title={Neural network-based analysis of precipitation and remotely sensed data},
  author={Bunrit, Supaporn and Chanklan, Ratiporn and Boonamnuay, Supajittree and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  year={2016}
}

@inproceedings{chaiyakhan2016feature,
  title={Feature selection techniques for breast cancer image classification with support vector machine},
  author={Chaiyakhan, Kedkarn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the International Multiconference of Engineers and Computer Scientists},
  volume={1},
  pages={1--6},
  year={2016}
}

@inproceedings{kerdprasop2016regression,
  title={Regression tree analysis of CO 2 emissions and environmental factors to the survival rate of population in Thailand and China},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  year={2016}
}

@inproceedings{kerdprasop2016rainfall,
  title={Rainfall estimation models induced from ground station and satellite data},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists. IMECS},
  year={2016}
}

@inproceedings{kerdprasop2016geo,
  title={Geo-information knowledge base system for drought pattern search},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Computational Science and Its Applications--ICCSA 2016: 16th International Conference, Beijing, China, July 4-7, 2016, Proceedings, Part III 16},
  pages={332--344},
  year={2016},
  organization={Springer International Publishing}
}

@inproceedings{kerdprasop2016remote,
  title={Remote sensing based model induction for drought monitoring and rainfall estimation},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Computational Science and Its Applications--ICCSA 2016: 16th International Conference, Beijing, China, July 4-7, 2016, Proceedings, Part III 16},
  pages={356--368},
  year={2016},
  organization={Springer International Publishing}
}

@article{chaiyakhan2016mammography,
  title={Mammography image classification and clustering using support vector machine and k-means},
  author={Chaiyakhan, KEDKARN and Kerdprasop, NITTAYA and Kerdprasop, Kittisak},
  journal={An International Journal of Research and Surveys},
  volume={7},
  number={5},
  pages={961--967},
  year={2016}
}

@article{chuentawat2016forecast,
  title={THE FORECAST OF ELECTRICAL POWER DISTRIBUTION UNIT USING SUPPORT VECTOR REGRESSION OPTIMIZED WITH GENETIC ALGORITHM.},
  author={Chuentawat, Ronnachai and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Suranaree Journal of Science \& Technology},
  volume={23},
  number={3},
  year={2016}
}

@inproceedings{kerdprasop2016short,
  title={A short term co-movement detection of financial data},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={2016 2nd IEEE International Conference on Computer and Communications (ICCC)},
  pages={42--45},
  year={2016},
  organization={IEEE}
}

@inproceedings{kerdprasop2016remote,
  title={Remote sensing based modeling of dengue outbreak with regression and binning classification},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={2016 2nd IEEE International Conference on Computer and Communications (ICCC)},
  pages={46--49},
  year={2016},
  organization={IEEE}
}

@article{kerdprasop2015constraint,
  title={Constraint-Based System for Genomic Analysis},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Information and Education Technology},
  volume={5},
  number={2},
  pages={119},
  year={2015},
  publisher={IACSIT Press}
}

@inproceedings{chomboon2015empirical,
  title={An empirical study of distance metrics for k-nearest neighbor algorithm},
  author={Chomboon, Kittipong and Chujai, Pasapitch and Teerarassamee, Pongsakorn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the 3rd international conference on industrial application engineering},
  volume={2},
  year={2015}
}

@inproceedings{kerdprasop2015educational,
  title={From educational data mining model to the automated knowledge based system construction},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={2015 8th International Conference on Ubi-Media Computing (UMEDIA)},
  pages={186--191},
  year={2015},
  organization={IEEE}
}

@inproceedings{kerdprasop2015educational,
  title={Educational attainment trend analysis with the visual data mining tool},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={2015 8th International Conference on Ubi-Media Computing (UMEDIA)},
  pages={180--185},
  year={2015},
  organization={IEEE}
}

@article{chujai2015tree,
  title={A Tree-based Ensemble Learning of Minority Cases in the Imbalanced Data},
  author={Chujai, Pasapitch and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Information: an international Interdisciplinary journal},
  volume={18},
  number={11},
  pages={4815--4835},
  year={2015},
  publisher={International Information Institute}
}

@inproceedings{kaoungku2015discretization,
  title={Discretization Based on Chi2 Algorithm and Visualize Technique for Association Rule Mining},
  author={Kaoungku, Nuntawut and Thinsungnoen, Tippaya and Durongdumrongchai, Pongsakorn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={The 3rd International Conference on Industrial Application Engineering 2015 (ICIAE2015)},
  year={2015}
}

@inproceedings{chujai2015ensemble,
  title={Ensemble learning for imbalanced data classification problem},
  author={Chujai, Pasapitch and Chomboon, Kittipong and Teerarassamee, Pongsakorn and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the 3rd International Conference on Industrial Application Engineering (Nakhon Ratchasima)},
  year={2015}
}

@article{kerdprasop2015query,
  title={Query Answering Engine for the Next Generation Database Systems},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  year={2015}
}

@article{kaoungku2015mechanism,
  title={A MECHANISM TO DISCOVER AND INTEGRATE ASSOCIATION RULES FROM MULTIPLE SOURCES},
  author={Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Kasem Bundit Engineering Journal},
  volume={5},
  number={2},
  pages={1--14},
  year={2015}
}

@article{kongchai2015compact,
  title={The Compact Fuzzy Association Rules For Data Classification},
  author={Kongchai, Phaichayon and Suksut, Keerachart and Sutamma, Rattaphong and Phoemhansa, Sak and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  year={2015}
}

@article{phoemhansa2015comparing,
  title={On Comparing Feature Reduction Techniques for Accuracy Improvement of the k-NN Classification},
  author={Phoemhansa, Sak and Suksut, Keerachart and Kongchai, Phaichayon and Sutamma, Rattaphong and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  year={2015}
}

@article{kerdprasop2015knowledge,
  title={A Knowledge-Oriented Framework for the New Age of Training and Learning Systems},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  year={2015}
}

@inproceedings{chanklan2015fingerprint,
  title={Fingerprint recognition with edge detection and dimensionality reduction techniques},
  author={Chanklan, Ratiporn and Chaiyakhan, Kedkarn and Hirunyawanakul, Anusara and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the 3rd International Conference on Industrial Application Engineering, Japan},
  year={2015}
}

@inproceedings{chaiyakhan2015traffic,
  title={Traffic sign classification using support vector machine and image segmentation},
  author={Chaiyakhan, Kedkarn and Hirunyawanakul, Anusara and Chanklan, Ratiporn and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proc. Of the 3rd International Conference on Industrial Application Engineering},
  volume={10},
  year={2015}
}

@inproceedings{suksut2015single,
  title={Single Versus Multiple Measures for Fuzzy Association Rule Mining},
  author={Suksut, Keerachart and Kongchai, Phaichayon and Phoemhansa, Sak and Sutamma, Rattaphong and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={3rd International Conference on Industrial Application Engineering},
  volume={2015},
  pages={12--62},
  year={2015}
}

@article{chomboon2014data,
  title={Data mining in semantic web data},
  author={Chomboon, K and Kaoungku, N and Kerdprasop, K and Kerdprasop, N},
  journal={International Journal of Computer Theory and Engineering},
  volume={6},
  number={6},
  pages={472},
  year={2014},
  publisher={IACSIT Press}
}

@article{kerdprasop2014tool,
  title={Tool Fault Analysis with Decision Tree Induction and Sequence Mining},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Applied Mechanics and Materials},
  volume={548},
  pages={703--707},
  year={2014},
  publisher={Trans Tech Publications Ltd}
}

@article{suksut2014top,
  title={Top-k Ranking with Membership Function for Deductive Database},
  author={Suksut, Keerachart and Chujai, Pasapitch and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Computer Theory and Engineering},
  volume={6},
  number={6},
  pages={500},
  year={2014},
  publisher={IACSIT Press}
}

@article{kongchai2014fuzzy,
  title={The Fuzzy Search for Association Rules with Interestingness Measure},
  author={Kongchai, Phaichayon and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Computer Theory and Engineering},
  volume={6},
  number={6},
  pages={490},
  year={2014},
  publisher={IACSIT Press}
}

@article{chujai2014transforming,
  title={On transforming the ER model to ontology using prot{\'e}g{\'e} OWL tool},
  author={Chujai, Pasapitch and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Computer Theory and Engineering},
  volume={6},
  number={6},
  pages={484},
  year={2014},
  publisher={IACSIT Press}
}

@article{kaoungku2014technique,
  title={A technique to association rule mining on multiple datasets},
  author={Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Electrical Engineering and Information Technology},
  volume={63},
  pages={241},
  year={2014},
  publisher={WIT Press}
}

@article{kerdprasop2014feature,
  title={Feature Selection Technique to Improve Performance Prediction in a Wafer Fabrication Process},
  author={Kerdprasop, KITTISAK and Kerdprasop, NITTAYA},
  journal={Latest Trends in Engineering Mechanics, Structures, Engineering Geology},
  pages={128--133},
  year={2014}
}

@inproceedings{kerdprasop2014empirical,
  title={An empirical study of dimensionality reduction methods for biometric recognition},
  author={Kerdprasop, Nittaya and Chanklan, Ratiporn and Hirunyawanakul, Anusara and Kerdprasop, Kittisak},
  booktitle={2014 7th International Conference on Security Technology},
  pages={26--29},
  year={2014},
  organization={IEEE}
}

@article{kerdprasop2014discovery,
  title={The discovery of Top-K DNA frequent patterns with approximate method},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Malaysian Journal of Computing (MJoC)},
  volume={2},
  number={2},
  pages={1--12},
  year={2014},
  publisher={Faculty of Computer and Mathematical Sciences}
}

@article{kerdprasop2014visual,
  title={Visual knowledge mining and utilization in the inductive expert system},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Int. J. Computers},
  volume={8},
  pages={157--165},
  year={2014}
}

@article{kerdprasop2014tool,
  title={Tool sequence analysis and performance prediction in the wafer fabrication process},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Systems Applications, Engineering \& Development},
  volume={8},
  pages={268--276},
  year={2014}
}

@article{kerdprasop2013constraint,
  title={Constraint mining in business intelligence: a case study of customer churn prediction},
  author={Kerdprasop, Nittaya and Kongchai, Phaichayon and Kerdprasop, Kittisak},
  journal={International Journal of Multimedia and Ubiquitous Engineering},
  volume={8},
  number={3},
  pages={11--20},
  year={2013}
}

@inproceedings{chujai2013time,
  title={Time series analysis of household electric consumption with ARIMA and ARMA models},
  author={Chujai, Pasapitch and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the international multiconference of engineers and computer scientists},
  volume={1},
  pages={295--300},
  year={2013},
  organization={IAENG Hong Kong}
}

@inproceedings{kerdprasop2013cluster,
  title={Cluster-based sequence analysis of complex manufacturing process},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the International Multi-Conference of Engineers and Computer Scientists},
  year={2013}
}

@article{kerdprasop2013development,
  title={The Development of Expert System Shell with Constraint-Based Programming},
  author={Kerdprasop, Nittaya and Intharachatorn, Kanjana and Kerdprasop, Kittisak},
  year={2013}
}

@article{kerdprasop2013querying,
  title={Querying with Constraints over a Decision Tree Model},
  author={Kerdprasop, Nittaya and Koongaew, Fonthip and Kerdprasop, Kittisak},
  year={2013}
}

@article{kerdprasop2013building,
  title={Building and Querying a Decision Tree Model with Constraint Logic Programming},
  author={Kerdprasop, Nittaya and Koongaew, Fonthip and Kerdprasop, Kittisak},
  journal={International Journal of Software Engineering and Its Applications},
  volume={7},
  number={5},
  pages={269--282},
  year={2013}
}

@article{kerdprasop2013prototyping,
  title={Prototyping an expert system shell with the logic-based approach},
  author={Kerdprasop, Nittaya and Intharachatorn, Kanjana and Kerdprasop, Kittisak},
  journal={International Journal of Smart Home},
  volume={7},
  number={4},
  pages={161--174},
  year={2013}
}

@article{kerdprasop2013performance,
  title={Performance analysis of complex manufacturing process with sequence data mining technique},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Control and Automation},
  volume={6},
  number={3},
  pages={301--311},
  year={2013}
}

@inproceedings{chomboon2013rare,
  title={Rare class discovery techniques for highly imbalance data},
  author={Chomboon, Kittipong and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proc. International multi conference of engineers and computer scientists},
  volume={1},
  year={2013}
}

@article{kerdprasop2013concurrent,
  title={Concurrent data mining and genetic computing implemented with Erlang Language},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Software Engineering and Its Applications},
  volume={7},
  number={3},
  pages={63--76},
  year={2013}
}

@inproceedings{kaoungku2013discretization,
  title={Discretization and imputation techniques for quantitative data mining},
  author={Kaoungku, Nuntawut and Chinthaisong, Phatcharawan and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  pages={1--4},
  year={2013}
}

@article{kerdprasop2013sequence,
  title={Sequence Analysis Technique to Detect Performance Patterns in Complex Manufacturing Process},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  year={2013}
}

@inproceedings{kongchai2013dissimilar,
  title={Dissimilar rule mining and ranking technique for associative classification},
  author={Kongchai, Phaichayon and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  year={2013}
}

@article{kerdprasop2013improving,
  title={Improving Rare Case Prediction with Replication Technique},
  author={Kerdprasop, Nittaya and Koongaew, Fonthip and Budsabong, Zagon and Kongchai, Phaichayon and Kerdprasop, Kittisak},
  journal={International Journal of Computer Science Issues (IJCSI)},
  volume={10},
  number={2},
  pages={415},
  year={2013},
  publisher={International Journal of Computer Science Issues (IJCSI)}
}

@article{kerdprasop2013knowledge,
  title={Knowledge Engineering Process for a Rapid Prototyping of Inductive Expert System},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Computer Science Issues (IJCSI)},
  volume={10},
  number={2},
  pages={408},
  year={2013},
  publisher={International Journal of Computer Science Issues (IJCSI)}
}

@article{kerdprasop2012bridging,
  title={Bridging data mining model to the automated knowledge base of biomedical informatics},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Bio-science and Bio-technology},
  volume={4},
  number={1},
  pages={13},
  year={2012}
}

@article{naenudorn2012classification,
  title={Classification model induction for student recruiting},
  author={Naenudorn, EKKACHAI and Singthongchai, JATSADA and Kerdprasop, NITTAYA and Kerdprasop, KITTISAK},
  journal={Latest Advances in Educational Technologies},
  pages={117--122},
  year={2012}
}

@article{kerdprasop2012generation,
  title={On the generation of accurate predictive model from highly imbalanced data with heuristics and replication techniques},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International journal of bio-science and bio-technology},
  volume={4},
  number={1},
  pages={49--64},
  year={2012}
}

@article{kerdprasop2012robust,
  title={A Robust Tree Induction Method Based on Heuristics and Cluster Analysis},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Database Theory and Application},
  volume={5},
  number={2},
  pages={17--34},
  year={2012}
}

@article{taokok2012multi,
  title={A multi-threading in prolog to implement K-mean clustering},
  author={Taokok, Surasith and Pongpanich, Prach and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Latest Advances in Systems Science and Computational Intelligence},
  pages={120--126},
  year={2012}
}

@article{kerdprasop2012automatic,
  title={Automatic knowledge acquisition tool to support intelligent manufacturing systems},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Advanced Science Letters},
  volume={13},
  number={1},
  pages={199--202},
  year={2012},
  publisher={American Scientific Publishers}
}

@inproceedings{kerdprasop2012concurrent,
  title={Concurrent computation for genetic algorithms},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the 1st International Conference on Software Technology},
  pages={79--84},
  year={2012}
}

@article{kerdprasop2012semantic,
  title={Semantic-based Query Answering Supported by Association Patterns and Materialized Views},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Database Theory and Application},
  volume={5},
  number={1},
  pages={135--156},
  year={2012}
}

@article{kerdprasop2012pattern,
  title={Pattern Mining and Querying in Business Intelligence},
  author={Kerdprasop, Nittaya and Koongaew, Fonthip and Kongchai, Phaichayon and Kerdprasop, Kittisak},
  journal={Information Science and Industrial Applications},
  pages={73},
  year={2012}
}

@article{kerdprasop2012knowledge,
  title={Knowledge Mining in Higher Education},
  author={Kerdprasop, Nittaya and Naenudorn, Ekkachai and Singthongchai, Jatsada and Yathongchai, Wilairat and Yathongchai, Chusak and Kerdprasop, Kittisak},
  journal={International Journal of Mathematical Models and Methods in Applied Sciences},
  volume={6},
  number={7},
  pages={861--872},
  year={2012}
}

@inproceedings{chatcharaporn2012comparison,
  title={Comparison of feature selection and classification algorithms for restaurant dataset classification},
  author={Chatcharaporn, KOMKID and Kittidachanupap, NARODOM and Kerdprasop, KITTISAK and KERDPRASOP, NITTAYA},
  booktitle={Proceedings of the 11th Conference on Latest Advances in Systems Science \& Computational Intelligence},
  pages={129--134},
  year={2012}
}

@article{kerdprasop2012declarative,
  title={Declarative Parallelized Techniques for K-Means Data Clustering},
  author={Kerdprasop, Kittisak and Taokok, Surasith and Kerdprasop, Nittaya},
  journal={International Journal Of Mathematics And Computers In Simulation},
  volume={6},
  number={5},
  pages={483--495},
  year={2012}
}

@article{kerdprasop2011data,
  title={A data mining approach to automate fault detection model development in the semiconductor manufacturing process},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Int. J. Mech},
  volume={5},
  number={4},
  pages={336--344},
  year={2011}
}

@article{kerdprasop2011frequent,
  title={Frequent pattern discovery with constraint logic programming},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Mathematical Models and Methods in Applied Sciences},
  volume={5},
  number={8},
  pages={1345--1353},
  year={2011}
}

@article{kerdprasop2011recognizing,
  title={Recognizing DNA splice sites with the frequent pattern mining technique},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Mathematical Models and Methods in Applied Sciences},
  volume={5},
  number={1},
  pages={87--94},
  year={2011}
}

@article{kerdprasop2011discrete,
  title={Discrete decision tree induction to avoid overfitting on categorical data},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Proceedings of the Mamectis/Nolasc/Control/Wamus},
  volume={11},
  year={2011}
}

@article{kerdprasop2011computational,
  title={Computational intelligence techniques to fault detection in the semiconductor manufacturing process},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Applied Mechanics and Materials},
  volume={52},
  pages={1171--1176},
  year={2011},
  publisher={Trans Tech Publications Ltd}
}

@inproceedings{kerdprasop2011predicting,
  title={Predicting rare classes of primary tumors with over-sampling techniques},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={International Conference on Bio-Science and Bio-Technology},
  pages={151--160},
  year={2011},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@article{kerdprasop2011higher,
  title={Higher order programming to mine knowledge for a modern medical expert system},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={arXiv preprint arXiv:1107.4651},
  year={2011}
}

@inproceedings{thangsupachai2011clustering,
  title={Clustering large datasets with apriori-based algorithm and concurrent processing},
  author={Thangsupachai, Noppol and Kitwatthanathawon, Phichayasini and Wanapu, Supachanun and Kerdprasop, Nittaya},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={1},
  year={2011}
}

@article{kerdprasop2011functional,
  title={Functional dependency discovery via Bayes net analysis},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Recent Researches in Computational Techniques, Non-Linear Systems and Control ISBN},
  pages={978--1},
  year={2011}
}

@inproceedings{kerdprasop2011heuristic,
  title={A Heuristic-Based Decision Tree Induction Method for Noisy Data},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={International Conference on Bio-Science and Bio-Technology},
  pages={1--10},
  year={2011},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@inproceedings{kerdprasop2011optimizing,
  title={Optimizing Database Queries with Materialized Views and Data Mining Models},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={International Conference on Bio-Science and Bio-Technology},
  pages={11--20},
  year={2011},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@article{kerdprasop2011knowledge,
  title={Knowledge Mining and Managing: Emergent Tools and Technologies in Web-Based Intelligent Learning Environments},
  author={Kerdprasop, Nittaya},
  journal={The Handbook of Emergent Technologies in Social Research},
  pages={412},
  year={2011},
  publisher={Oxford University Press}
}

@inproceedings{chongnguluam2011parallelized,
  title={Parallelized Rough K-means Clustering with Erlang Programming},
  author={Chongnguluam, Weerasak and Intharachatorn, Kanjana and Sinahawattana, Prapatsorn and Kerdprasop, Nittaya},
  booktitle={Proceedings of the International MultiConference of Engineers and Computer Scientists},
  volume={2},
  year={2011}
}

@inproceedings{kerdprasop2011discovery,
  title={The discovery of frequent patterns with logic and constraint programming},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proceedings of the 13th WSEAS international conference on mathematical methods, computational techniques and intelligent systems, and 10th WSEAS international conference on non-linear analysis, non-linear systems and chaos, and 7th WSEAS international conference on dynamical systems and control, and 11th WSEAS international conference on Wavelet analysis and multirate systems: recent researches in computational techniques, non-linear systems and control},
  pages={198--203},
  year={2011}
}

@inproceedings{kerdprasop2011integrating,
  title={Integrating inductive knowledge into the inference system of biomedical informatics},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={International Conference on Bio-Science and Bio-Technology},
  pages={133--142},
  year={2011},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@inproceedings{kerdprasop2011data,
  title={Data preparation techniques for improving rare class prediction},
  author={Kerdprasop, KITTISAK and Kerdprasop, NITTAYA},
  booktitle={Proceedings of the 13th WSEAS international conference on mathematical methods, computational techniques and intelligent systems, and 10th WSEAS international conference on non-linear analysis, non-linear systems and chaos, and 7th WSEAS international conference on dynamical systems and control, and 11th WSEAS international conference on Wavelet analysis and multirate systems: recent researches in computational techniques, non-linear systems and control},
  pages={204--209},
  year={2011}
}

@article{kerdprasop2011development,
  title={The development of discrete decision tree induction for categorical data},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Mathematics and Computers in Simulations},
  volume={5},
  number={6},
  pages={499--509},
  year={2011}
}

@article{pannurat2010database,
  title={Database reverse engineering based on association rule mining},
  author={Pannurat, Nattapon and Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={arXiv preprint arXiv:1004.3272},
  year={2010}
}

@article{kerdprasop2010lightweight,
  title={A lightweight method to parallel k-means clustering},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Mathematics and Computers in Simulation},
  volume={4},
  number={4},
  pages={144--153},
  year={2010}
}

@inproceedings{kerdprasop2010parallelization,
  title={Parallelization of k-means clustering on multi-core processors},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of the 10th WSEAS international conference on Applied computer science},
  volume={10},
  pages={472--477},
  year={2010}
}

@inproceedings{sonnum2010approximate,
  title={Approximate web database search based on Euclidean distance measurement},
  author={Sonnum, Sarawuth and Thaithieng, Somtida and Ano, Sittichai and Kusolchu, Krerkchai and Kerdprasop, Nittaya},
  booktitle={World Congress on Engineering 2012. July 4-6, 2012. London, UK.},
  volume={2188},
  pages={702--706},
  year={2010},
  organization={International Association of Engineers}
}

@inproceedings{kerdprasop2010feature,
  title={Feature selection and boosting techniques to improve fault detection accuracy in the semiconductor manufacturing process},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={World Congress on Engineering 2012. July 4-6, 2012. London, UK.},
  volume={2188},
  pages={398--403},
  year={2010},
  organization={International Association of Engineers}
}

@inproceedings{kerdprasop2010high,
  title={A high recall DNA splice site prediction based on association analysis},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={International conference on applied computer science proceedings},
  year={2010}
}

@inproceedings{kerdprasop2010autonomous,
  title={Autonomous Integration of Induced Knowledge into the Expert System Inference Engine},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={World Congress on Engineering 2012. July 4-6, 2012. London, UK.},
  volume={2188},
  pages={90--95},
  year={2010},
  organization={International Association of Engineers}
}

@article{kerdprasop2009knowledge,
  title={Knowledge induction from medical databases with higher-order programming},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={WSEAS Transactions on Information Science and Applications},
  volume={6},
  number={10},
  pages={1719--1728},
  year={2009},
  publisher={World Scientific and Engineering Academy and Society (WSEAS)}
}

@inproceedings{kerdprasop2009sut,
  title={SUT-Miner: a knowledge mining and managing system for medical databases},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={2009 20th International Workshop on Database and Expert Systems Application},
  pages={318--322},
  year={2009},
  organization={IEEE}
}

@inproceedings{kerdprasop2009improving,
  title={Improving Medical Database Consistency with Induced Trigger Rules},
  author={Kerdprasop, Nittaya and Pilabutr, Sirikanjana and Kerdprasop, Kittisak},
  booktitle={New Advances in Intelligent Decision Technologies: Results of the First KES International Symposium IDT 2009},
  pages={265--274},
  year={2009},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@inproceedings{kerdprasop2009knowledge,
  title={Knowledge Mining with a Higher-Order Logic Approach},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={New Advances in Intelligent Decision Technologies: Results of the First KES International Symposium IDT 2009},
  pages={151--159},
  year={2009},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@inproceedings{kerdprasop2009medical,
  title={Medical knowledge induction with higher-order horn clauses and meta-programming},
  author={Kerdprasop, Nittaya and Pannurat, Natthapon and Kerdprasop, Kittisak},
  booktitle={WSEAS International Conference. Proceedings. Mathematics and Computers in Science and Engineering},
  number={5},
  year={2009},
  organization={WSEAS}
}

@article{kerdprasop2008decision,
  title={Decision rule induction in a learning content management system},
  author={Kerdprasop, Nittaya and Muenrat, Narin and Kerdprasop, Kittisak},
  journal={International Journal of Computer and Information Engineering},
  volume={2},
  number={3},
  pages={676--680},
  year={2008}
}

@article{kerdprasop2008knowledge,
  title={Knowledge mining in web-based learning environments},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Information and Communication Engineering},
  volume={2},
  number={3},
  pages={149--153},
  year={2008}
}

@article{kerdprasop2008intelligent,
  title={Intelligent Query Answering With Virtual Mining and Materialized Views},
  author={Kerdprasop, Nittaya and Pannurat, Natthapon and Kerdprasop, Kittisak},
  journal={World Academy of Science, Engineering and Technology},
  volume={48},
  pages={84--85},
  year={2008}
}

@article{kerdprasop2008declarative,
  title={A DECLARATIVE PROGRAMMING PARADIGM AND THE DEVELOPMENT OF KNOWLEDGE MINING AGENTS},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={INTELLIGENT SYSTEMS AND AGENTS 2008},
  pages={45},
  year={2008}
}

@inproceedings{kerdprasop2008rough,
  title={A Rough Set Approach To Personalization In Web-Based Learning Systems.},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={e-Learning},
  pages={60--67},
  year={2008}
}

@article{kerdprasop2007moving,
  title={Moving data mining tools toward a business intelligence system},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Computer and Information Engineering},
  volume={1},
  number={1},
  pages={44--49},
  year={2007}
}

@inproceedings{kerdprasop2007semantic,
  title={Semantic knowledge integration to support inductive query optimization},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={International Conference on Data Warehousing and Knowledge Discovery},
  pages={157--169},
  year={2007},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@article{kerdprasop2007mining,
  title={Mining frequent patterns with functional programming},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={International Journal of Computer and Information Engineering},
  volume={1},
  number={1},
  pages={124--129},
  year={2007}
}

@article{kerdprasop2007pattern,
  title={On Pattern-Based Programming towards the Discovery of Frequent Patterns},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Computer Science},
  volume={2},
  number={4},
  year={2007}
}

@inproceedings{kerdprasop2007query,
  title={Query Answering in Relational Inductive Databases},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Ritthongchailert, Apichai},
  booktitle={18th International Workshop on Database and Expert Systems Applications (DEXA 2007)},
  pages={329--333},
  year={2007},
  organization={IEEE}
}

@article{kerdprasop2007approximate,
  title={Approximate Frequent Pattern Discovery Over Data Stream},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={International Journal of Computer and Information Engineering},
  volume={1},
  number={11},
  pages={3439--3443},
  year={2007}
}

@inproceedings{kerdprasop2006density,
  title={Density estimation technique for data stream classification},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={17th International Workshop on Database and Expert Systems Applications (DEXA'06)},
  pages={662--666},
  year={2006},
  organization={IEEE}
}

@article{kerdprasop2006monte,
  title={A Monte Carlo method to data stream analysis},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Sattayatham, Pairote},
  journal={Enformatika Transactions on Engineering, Computing and Technology},
  volume={14},
  pages={240--245},
  year={2006}
}

@inproceedings{kerdprasop2005weighted,
  title={Weighted k-means for density-biased clustering},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Sattayatham, Pairote},
  booktitle={International conference on data warehousing and knowledge discovery},
  pages={488--497},
  year={2005},
  organization={Springer Berlin Heidelberg Berlin, Heidelberg}
}

@inproceedings{kerdprasop2005density,
  title={Density-biased clustering based on reservoir sampling},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Sattayatham, Pairote},
  booktitle={16th International Workshop on Database and Expert Systems Applications (DEXA'05)},
  pages={1122--1126},
  year={2005},
  organization={IEEE}
}

@inproceedings{kerdprasop2005density,
  title={Density Biased Reservoir Sampling for Clustering.},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Sun, Junping},
  booktitle={Artificial Intelligence and Applications},
  pages={95--100},
  year={2005}
}

@inproceedings{kerdprasop2005multiple,
  title={Multiple principal component analyses and projective clustering},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={16th International Workshop on Database and Expert Systems Applications (DEXA'05)},
  pages={1132--1136},
  year={2005},
  organization={IEEE}
}

@article{nittaya2005multiple,
  title={Multiple principal component analyses and projective clustering},
  author={Nittaya, Kerdprasop},
  year={2005},
  publisher={School of Computer Engineering, Institute of Engineering, Suranaree~…}
}

@article{kerdprasop2004impact,
  title={The impact of noise at different data attributes},
  author={Kerdprasop, Nittaya},
  year={2004}
}

@article{nittaya2004impact,
  title={The impact of noise at different data attributes},
  author={Nittaya, Kerdprasop},
  year={2004}
}

@inproceedings{kerdprasop2003data,
  title={Data partitioning for incremental data mining},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={The 1st International Forum on Information and Computer Science},
  pages={114--118},
  year={2003}
}

@inproceedings{kerdprasop2003comparative,
  title={A comparative study of techniques to handle missing values in the classification task of data mining},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak and Saiveaw, Yawd and Pumrungreong, Preecha},
  booktitle={29th Congress on Science and Technology of Thailand, Khon Kaen University, Thailand},
  year={2003}
}

@inproceedings{kerdprasop2003knowledge,
  title={Knowledge discovery for trigger conflict resolution},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proceedings of 1st international forum on information and computer technology, Shizuoka University, Hamamatsu, Japan},
  year={2003}
}

@inproceedings{kerdprasop2003enhancing,
  title={Enhancing the power of OLAP with knowledge discovery},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  booktitle={Proc. 7th Int. Conf. on Software Engineering and Applications},
  pages={43--47},
  year={2003}
}

@inproceedings{kerdprasop2003multi,
  title={Multi-agents in data filtering systems},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Proc. 7th Int. Conf. on Software Engineering and Applications},
  pages={471--475},
  year={2003}
}

@article{yathongchai2003factor,
  title={Factor analysis with data mining technique in higher educational student drop out},
  author={Yathongchai, Wilairat and Yathongchai, Chusak and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Latest Advances in Educational Technologies},
  year={2003}
}

@article{potawat2003using,
  title={Using rough set theory for automatic data analysis},
  author={Potawat, Varaporn},
  year={2003},
  publisher={สาขา วิชา วิศวกรรม คอมพิวเตอร์ สำนัก วิชา วิศวกรรมศาสตร์ มหาวิทยาลัย เทคโนโลยี สุร นารี}
}

@article{kittisak2002perfoemance,
  title={The perfoemance of learning algorithms on reduced data sets},
  author={Kittisak, Kerdprasop},
  year={2002}
}

@inproceedings{kerdprasop2001knowledge,
  title={Knowledge Acquisition for View-based Query Processing},
  author={KERDPRASOP, KITTISAK and KERDPRASOP, NITTAYA},
  booktitle={Proceedings of the IASTED International Conference on Intelligent Systems and Control},
  pages={214--219},
  year={2001}
}

@article{kittisak2001knowledge,
  title={Knowledge acquisition for semantic query processing},
  author={Kittisak, Kerdprasop},
  year={2001}
}

@inproceedings{kerdprasop2000new,
  title={A New Approach to Active Rule Analysis and Reorganization.},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  booktitle={Artificial Intelligence and Soft Computing},
  pages={178--184},
  year={2000}
}

@article{sattayatham2000density,
  title={Density-biased clustering based on reservoir sampling},
  author={Sattayatham, Pairote and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  year={2000},
  publisher={School of Mathematics, Institute of Science, Suranaree University of Technology}
}

@article{sattayatham2000weighted,
  title={Weighted K-means for density-biased clustering},
  author={Sattayatham, Pairote and Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  year={2000},
  publisher={School of Mathematics, Institute of Science, Suranaree University of Technology}
}

@article{kerdprasop1999application,
  title={The application of inductive logic programming to support semantic query optimization},
  author={Kerdprasop, Nittaya},
  year={1999}
}

@article{sun1999relevant,
  title={Relevant rule derivation for semantic query optimization},
  author={Sun, Junping},
  year={1999}
}

@article{kerdprasop1999active,
  title={Active database rule set reduction by knowledge discovery},
  author={Kerdprasop, Kittisak},
  year={1999}
}

@article{kerdprasop1992bias,
  title={Bias Generator for View Discovery in Deductive Databases},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  year={1992}
}

@article{kerdprasopmetaheuristic,
  title={A Metaheuristic Method to Projective Clustering},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya}
}

@article{kerdprasopknowledge,
  title={Knowledge Discovery from Databases with Higher-order Predicates and Logic Programming},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya}
}

@article{kerdprasopeffect,
  title={THE EFFECT OF SAMPLING TECHNIQUES TO ACCURACY ESTIMATION},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya}
}

@article{kerdprasopwrapper,
  title={WRAPPER AND FILTER APPROACHES TO FEATURE SELECTION IN DATA MINING},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Mingmora, Naris and Wongprachanukul, Nurupon}
}

@article{potawatf,
  title={F Rough Set FF},
  author={Potawat, Varaporn and Sriwisut, Komsan and Sanpakdee, Usarat and Srisuriyachai, Sunida and Kerdprasop, Nittaya and Kerdprasop, Kittisak}
}

@article{lijournal,
  title={Journal of Advances in Information Technology},
  author={Li, Qing and Ayob, Adenan and Kaoungku, Nuntawut and Kerdprasop, Kittisak and Kerdprasop, Nittaya and Prakash, Abhishant and Gautam, Alok Sagar}
}

@article{paveenapornexamination,
  title={Examination Assessment Tool Implemented with Erlang K-means Clustering},
  author={Paveenaporn, Suwicha and Pratumtri, Vorawoot and Kerdprasop, Nittaya}
}

@article{kongchaiassociation,
  title={Association Rule Discovery with Constraint Logic Programming},
  author={KONGCHAI, PHAICHAYON and KERDPRASOP, NITTAYA and KERDPRASOP, KITTISAK}
}

@article{kerdprasopdata,
  title={Data classification techniques for cancer dataset},
  author={Kerdprasop, Kittisak}
}

@article{kerdprasopanalyzing,
  title={Analyzing Bayesian Network Structure to Discover Functional Dependencies},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak}
}

@article{kerdprasopknowledge,
  title={A Knowledge Mining Component for Computational Health Informatics},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak}
}

@article{potawatrough,
  title={Rough Set Using Rough Set Theory for Automatic Data Analysis},
  author={Potawat, Varaporn and Sriwisut, Komsan and Sanpakdee, Usarat and Srisuriyachai, Sunida and Kerdprasop, Nittaya and Kerdprasop, Kittisak and Set, Rough}
}

@article{kerdprasopsut,
  title={SUT Filter SUT Filter: A System for Data Preparation to Support Knowledge Discovery},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya and Cherdchuchaitip, Sommai and Chutpimai, Surachet and RuenRueng, Siwapong and Chaisuekul, Amornchai}
}

@article{koongaewclassification,
  title={Classification Model Induction Based on User Preferences},
  author={KOONGAEW, FONTHIP and KERDPRASOP, NITTAYA and KERDPRASOP, KITTISAK}
}

@article{chansilpstock,
  title={Stock Movement Modeling Based on the Analysis of Negative Correlation},
  author={Chansilp, Kacha and Kerdprasop, Kittisak and Chuaybamroong, Paradee and Kerdprasop, Nittaya}
}

@article{kerdprasopbayes,
  title={Bayes Net Analysis to Support Database Design and Normalization},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak}
}

@article{kerdprasopautomated,
  title={Automated induction of frequent patterns with knowledge-based software engineering},
  author={Kerdprasop, Kittisak and Kerdprasop, Nittaya},
  journal={Suzuki, Masakazu Hong, Hoon Anai, Hirokazu Yap, Chee 他}
}

@article{kerdprasoplogic,
  title={A logic-based approach to the implementation of medical knowledge mining},
  author={Kerdprasop, Nittaya and Kerdprasop, Kittisak},
  journal={Suzuki, Masakazu Hong, Hoon Anai, Hirokazu Yap, Chee 他}
}