Visualization of Patterns for Hybrid Learning and Reasoning with Human Involvement. Witschel, H. F., Pande, C., Martin, A., Laurenzi, E., & Hinkelmann, K. In New Trends in Business Information Systems and Technology: Digital Innovation and Digital Business Transformation, pages 193–204. Springer International Publishing, Cham, 2021.
Visualization of Patterns for Hybrid Learning and Reasoning with Human Involvement [link]Paper  doi  abstract   bibtex   
``Boxology'' is the graphical representation of patterns that are commonly observed in hybrid learning and reasoning systems. Since some hybrid systems also involve humans-in-the-loop, a need to identify patterns including humans is foreseen. With the help of use cases that involve humans-in-the-loop, this chapter provides a discussion on the typical roles performed by humans in hybrid systems and how they influence machine learning and/or knowledge engineering activities. As a result, it introduces a new element in boxology to represent a human and identify two abstract patterns for such human-in-the-loop scenarios.
@incollection{Witschel2021,
	address = {Cham},
	title = {Visualization of {Patterns} for {Hybrid} {Learning} and {Reasoning} with {Human} {Involvement}},
	copyright = {All rights reserved},
	isbn = {978-3-030-48332-6},
	url = {https://doi.org/10.1007/978-3-030-48332-6_13},
	abstract = {``Boxology'' is the graphical representation of patterns that are commonly observed in hybrid learning and reasoning systems. Since some hybrid systems also involve humans-in-the-loop, a need to identify patterns including humans is foreseen. With the help of use cases that involve humans-in-the-loop, this chapter provides a discussion on the typical roles performed by humans in hybrid systems and how they influence machine learning and/or knowledge engineering activities. As a result, it introduces a new element in boxology to represent a human and identify two abstract patterns for such human-in-the-loop scenarios.},
	booktitle = {New {Trends} in {Business} {Information} {Systems} and {Technology}: {Digital} {Innovation} and {Digital} {Business} {Transformation}},
	publisher = {Springer International Publishing},
	author = {Witschel, Hans Friedrich and Pande, Charuta and Martin, Andreas and Laurenzi, Emanuele and Hinkelmann, Knut},
	editor = {Dornberger, Rolf},
	year = {2021},
	doi = {10.1007/978-3-030-48332-6_13},
	pages = {193--204},
}

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