A Comparative Study of Compound Critique Generation in Conversational Recommender Systems

作者: Jiyong Zhang , Pearl Pu

DOI: 10.1007/11768012_25

关键词: Recommender systemUser interfaceHypermediaProcess (engineering)Set (abstract data type)Artificial intelligenceProduct (category theory)Apriori algorithmComputer scienceInformation retrieval

摘要: Critiquing techniques provide an easy way for users to feedback their preferences over one or several attributes of the products in a conversational recommender system. While unit critiques only allow critique attribute each time, well-generated set compound enables input on at same and can potentially shorten interaction cycles finding target products. As result, dynamic generation is critical issue designing critique-based systems. In earlier research Apriori algorithm has been adopted generate from given data set. this paper we propose alternative approach generating based multi-attribute utility theory (MAUT). Our automatically updates weights product as result interactive critiquing process. This modification then used determine according those with highest values. experiments show that generated by are more efficient helping find than algorithm.

参考文章(19)
Ramakrishnan Srikant, Rakesh Agrawal, Fast algorithms for mining association rules very large data bases. pp. 580- 592 ,(1998)
Kevin McCarthy, James Reilly, Lorraine McGinty, Barry Smyth, On the Dynamic Generation of Compound Critiques in Conversational Recommender Systems adaptive hypermedia and adaptive web based systems. pp. 176- 184 ,(2004) , 10.1007/978-3-540-27780-4_21
Ramakrishnan Srikant, Rakesh Agrawal, Fast Algorithms for Mining Association Rules in Large Databases very large data bases. pp. 487- 499 ,(1994)
Hsinchun Chen, Terence R. Smith, Mary L. Larsgaard, Linda L. Hill, Marshall Ramsey, A geographic knowledge representation system for multimedia geospatial retrieval and analysis International Journal on Digital Libraries. ,vol. 1, pp. 132- 152 ,(1997) , 10.1007/S007990050010
Lorraine McGinty, Barry Smyth, On the role of diversity in conversational recommender systems international conference on case based reasoning. pp. 276- 290 ,(2003) , 10.1007/3-540-45006-8_23
Barry Smyth, Paul McClave, Similarity vs. Diversity international conference on case based reasoning. pp. 347- 361 ,(2001) , 10.1007/3-540-44593-5_25
Kevin Mccarthy, James Reilly, Barry Smyth, Lorraine Mcginty, Generating Diverse Compound Critiques Artificial Intelligence Review. ,vol. 24, pp. 339- 357 ,(2005) , 10.1007/S10462-005-9013-7
H. Raiffa, R. L. Keeney, David W. Rajala, Decisions with Multiple Objectives: Preferences and Value Trade-Offs ,(1976)
Markus Stolze, Soft navigation in electronic product catalogs International Journal on Digital Libraries. ,vol. 3, pp. 60- 66 ,(2000) , 10.1007/PL00021475