Probabilistic conditional preference networks

D Bigot, B Zanuttini, H Fargier, J Mengin - arXiv preprint arXiv:1309.6817, 2013 - arxiv.org
In order to represent the preferences of a group of individuals, we introduce Probabilistic CP-
nets (PCP-nets). PCP-nets provide a compact language for representing probability …

Uniform random generation and dominance testing for CP-nets

TE Allen, J Goldsmith, HE Justice, N Mattei… - Journal of Artificial …, 2017 - jair.org
The generation of preferences represented as CP-nets for experiments and empirical testing
has typically been done in an ad hoc manner that may have introduced a large statistical …

Learning probabilistic CP-nets from observations of optimal items

D Bigot, J Mengin, B Zanuttini - STAIRS 2014, 2014 - ebooks.iospress.nl
Modelling preferences has been an active research topic in Artificial Intelligence for more
than fifteen years. Existing formalisms are rich and flexible enough to capture the behaviour …

[图书][B] CP-nets: From theory to practice

TE Allen - 2016 - search.proquest.com
Conditional preference networks (CP-nets) exploit the power of ceteris paribus rules to
represent preferences over combinatorial decision domains compactly. CP-nets have much …

Probabilistic weighted CP-nets

SE Fidha, NB Amor - Intelligent Decision Technologies: Proceedings of the …, 2015 - Springer
This paper addresses the problem of combining uncertainty and precision in CP-nets.
Existing approaches extended the network either with probability distribution to manage …

Group formation with incomplete profiles

ZB Othmane, AH Ali - … on Signal-Image Technology & Internet …, 2016 - ieeexplore.ieee.org
In this paper we provide a general process to create the most K-groups based on incomplete
profiles and conditional preferences. The proposed approach is shown to be a combination …

[PDF][PDF] Représentation et apprentissage de préférences

D Bigot - 2015 - core.ac.uk
Résumé La modélisation des préférences par le biais de formalismes de représentation
compacte fait l'objet de travaux soutenus en intelligence artificielle depuis plus d'une …

Representing and reasoning with constrained PCP-nets

S El Fidha, M Mouhoub, NB Amor… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
A Probabilistic Conditional Preference network (PCP-net) provides a compact
representation of preferences characterized with uncertainty. We propose to enrich the …

[图书][B] Managing Constraints and Preferences: Constrained Tradeoffs-Enhanced Conditional Preference Networks (CTCP-NETS)

S Zhang - 2014 - search.proquest.com
In this thesis, a new framework for constraint and preference representation and reasoning
is proposed, including the related definitions, algorithms and implementations. A Conditional …

Building blocks for the mind

JJR Raiman - 2015 - dspace.mit.edu
Successful man-machine interaction requires justification and transparency for the behavior
of the machine. Artificial agents now perform a variety of high risk jobs alongside humans …