[HTML][HTML] The complexity of exact learning of acyclic conditional preference networks from swap examples

E Alanazi, M Mouhoub, S Zilles - Artificial Intelligence, 2020 - Elsevier
Learning of user preferences, as represented by, for example, Conditional Preference
Networks (CP-nets), has become a core issue in AI research. Recent studies investigate …

[PDF][PDF] Learning tree-structured CP-nets with local search

TE Allen, C Siler, J Goldsmith - The Thirtieth International Flairs …, 2017 - cdn.aaai.org
Conditional preference networks (CP-nets) are an intuitive and expressive representation for
qualitative preferences. Such models must somehow be acquired. Psychologists argue that …

CP-nets-based user preference learning in automated negotiation through completion and correction

J Cai, J Zhan, Y Jiang - Knowledge and Information Systems, 2023 - Springer
User preference learning is an important process in automated negotiation, because only
when the negotiating agents are able to fully grasp the user preference information can the …

On Learning Probabilistic Partial Lexicographic Preference Trees

X Liu - 2021 20th IEEE International Conference on Machine …, 2021 - ieeexplore.ieee.org
Proposed by Liu and Truszczynski [1], partial lex-icographic preference trees, PLP-trees, for
short, are intuitive and predictive data structures used to model qualitative user preferences …

[BOOK][B] Conditional Preference Networks: Constraints and Similarity

HA Alkhiri - 2022 - search.proquest.com
Conditional preference networks (CP-nets) are increasingly becoming popular in
representing ordinal preference relations in an efficient manner. However, one of the main …

[BOOK][B] Summarizing Conditional Preference Networks

AMH Ali - 2019 - search.proquest.com
Preference modeling has been studied extensively in the literature, and hasapplications in
recommender systems and automated decision-making. Theeventual objective of working …

An interactive system for capturing users' qualitative preferences in recommender systems

K Dave - 2022 - search.proquest.com
There are many different recommender systems available in this technological era, each
with its own set of features and distinct selling points. We propose a new interactive system …

The Complexity of Learning Acyclic Conditional Preference Networks

E Alanazi, M Mouhoub, S Zilles - arxiv preprint arxiv:1801.03968, 2018 - arxiv.org
Learning of user preferences, as represented by, for example, Conditional Preference
Networks (CP-nets), has become a core issue in AI research. Recent studies investigate …

[PDF][PDF] Interactive Learning of Acyclic Conditional Preference Networks

E Alanazi, M Mouhoub, S Zilles - arxiv preprint arxiv:1801.03968, 2018 - researchgate.net
Learning of user preferences, as represented by, for example, Conditional Preference
Networks (CP-nets), has become a core issue in AI research. Recent studies investigate …

Learning Conditional Preference Networks from Optimal Choices

C Siler - 2017 - uknowledge.uky.edu
Conditional preference networks (CP-nets) model user preferences over objects described
in terms of values assigned to discrete features, where the preference for one feature may …