From NL Preference Expressions to Comparative Preference Statements: A Preliminary Study in Eliciting Preferences for Customised Decision Support
| Autor: | Souhila Kaci, Namrata Patel, Violaine Prince |
|---|---|
| Přispěvatelé: | Graphs for Inferences on Knowledge (GRAPHIK), Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier (LIRMM), Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Inria Sophia Antipolis - Méditerranée (CRISAM), Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria), Université de Montpellier (UM), Exploration et exploitation de données textuelles (TEXTE), Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM), Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Inria Sophia Antipolis - Méditerranée (CRISAM), Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS) |
| Jazyk: | angličtina |
| Rok vydání: | 2014 |
| Předmět: |
Decision support system
Preference learning Pragmatics business.industry Computer science Context Context (language use) Lattices Natural languages computer.software_genre Semantics NLP Preference [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI] Portable computers Human–computer interaction Educational institutions Preference elicitation Artificial intelligence business computer Natural language processing Natural language |
| Zdroj: | 26th International Conference on Tools with Artificial Intelligence ICTAI: International Conference on Tools with Artificial Intelligence ICTAI: International Conference on Tools with Artificial Intelligence, Nov 2014, Limassol, Cyprus. pp.591-598, ⟨10.1109/ICTAI.2014.94⟩ ICTAI |
| Popis: | International audience; Intelligent ‘services’ are increasingly used on e-commerce platforms to provide assistance to customers. Numerous preference elicitation methods developed in the literature are now employed for this purpose. However, it is commonly known that there is a real bottleneck in preference handling as concerns the elicitation of preferences because it does not cater to the wide range of preference representation languages available. Thus, as a first step in developing a decision-support tool using an AI based on such languages, this paper describes a preliminary study conducted to addressthis issue. We propose a method of eliciting real-time user preferences expressed in natural language (NL) which can be formally represented using comparative preference statements complying with different semantics, and provide a proof of concept to demonstrate its feasibility. Since we develop NL resources to detect preference semantics, we also make a comparative study with existing resources to underline the peculiarities of our model. |
| Databáze: | OpenAIRE |
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