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Personalized Query Suggestion Diversification

Wanyu Chen, Fei Cai, Honghui Chen, Maarten de Rijke
2017 Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval - SIGIR '17  
ery suggestions help users re ne their queries a er they input an initial query. We consider the task of generating query suggestions that are personalized and diversi ed.  ...  We propose a personalized query suggestion diversi cation model (PQSD), where a user's long-term search behavior is injected into a basic greedy query suggestion diversi cation model (G-QSD) that considers  ...  We combine the advantages of personalization and diversi cation and propose a Personalized ery Suggestion Diversi cation (PQSD) model, where personalization ensures that suggested queries are close to  ... 
doi:10.1145/3077136.3080652 dblp:conf/sigir/ChenCCR17 fatcat:btpcqfo44rhjfchyf2gtzmstqu

Another look at the role of the industrial structure of markets for international diversification strategies1We are especially grateful to Pat Casey and Virge Cavalli at Dow Jones for providing the Dow Jones World Stock Index data and for their assistance with numerous queries. We gratefully acknowledge the comments of Geert Bekaert, William Brigham, Shane Corwin, Steve Foerster, Jeff Harris, Steve Heston, Ajay Khorana, David Mayers, John Persons, René Stulz, and particularly, the referee (Geert Rouwenhorst ...

John M Griffin, G Andrew Karolyi
1998 Journal of Financial Economics  
This paper re-examines the extent to which gains from international diversification are due to differences in industrial structure across countries. investigate this issue and find conflicting evidence  ...  We also uncover differences in the proportion of variation in industry index returns that is captured by country and industry factors and discuss the implications for global diversification strategies.  ...  We offer these extended findings as a suggestion for a new avenue of future research.  ... 
doi:10.1016/s0304-405x(98)00041-5 fatcat:f5ogosjdwbdtvdybepzz2vjey4

Personalized Query Suggestion With Diversity Awareness

Di Jiang, Kenneth Wai-Ting Leung, Jan Vosecky, Wilfred Ng
2014 2014 IEEE 30th International Conference on Data Engineering  
In this paper, we refute this antagonistic view and propose a new query suggestion paradigm, Personalized Query Suggestion With Diversity Awareness (PQS-DA) to effectively combine diversification and personalization  ...  To alleviate this problem, the concepts of diversification and personalization have been individually introduced to query suggestion systems.  ...  Fig. 3 : 3 Evaluation of Query Suggestion After Diversification Fig. 5 : 5 Evaluation of Query Suggestion After Diversification and Personalization Fig. 6 : 6 Evaluation of Query Suggestion After Diversification  ... 
doi:10.1109/icde.2014.6816668 dblp:conf/icde/JiangLVN14 fatcat:bkxqntksvfhvrktnprbgg57txa


2020 International Journal of Advanced Trends in Computer Science and Engineering  
Search result diversification has received attention as a method to tackle query ambiguity.  ...  This proposed approach also addresses the problem personalised diversification of search results to beautify both diversification and personalization performances.  ...  To suggest a customised query inspiration diversification (PQSD) model, wherein a user's lengthy-term search behavior is injected right into a simple grasping query proposal diversification model that  ... 
doi:10.30534/ijatcse/2020/216952020 fatcat:cykotvtvarhczmsjij2erfrjzy

On diversifying and personalizing web search

David Vallet, Pablo Castells
2011 Proceedings of the 34th international ACM SIGIR conference on Research and development in Information - SIGIR '11  
The obtained results suggest that our proposed combination of diversification and personalization factors may be a way to overcome the notion of intrusiveness in personalized approaches.  ...  Diversification and personalization methods are common approaches to deal with the one-size-fits-all paradigm of Web search engines.  ...  We suggest that this problem of inaccurate personalization approaches can be overcome by adding personalization components to a diversification approach.  ... 
doi:10.1145/2009916.2010097 dblp:conf/sigir/ValletC11 fatcat:7immenfl5jdmjc73xc6cqz3egu

Personalized diversification of search results

David Vallet, Pablo Castells
2012 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval - SIGIR '12  
The obtained results suggest that the combination of personalization and diversification achieves competitive performance, improving the baseline, plain personalization, and plain diversification approaches  ...  Search personalization and diversification are often seen as opposing alternatives to cope with query uncertainty, where, given an ambiguous query, it is either preferable to adapt the search result to  ...  These results suggest that there is a further benefit from adding personalized factors to the diversification approach.  ... 
doi:10.1145/2348283.2348396 dblp:conf/sigir/ValletC12 fatcat:je35qce2urajrdvc6lbdr2afu4

Personalized Conversational Case-Based Recommendation [chapter]

Mehmet H. Göker, Cynthia A. Thompson
2000 Lecture Notes in Computer Science  
The user model, which contains preferences regarding items, attributes, values, value combinations, and diversification, is also acquired during the conversation.  ...  A similar operator, SUGGEST-ATTRIBUTES, responds to a user query about the possible characteristics of destinations.  ...  Table 3 . 3 The effects of dialogue operators on the query and the user model RELAX • Update value preferences based on latest query • Update value diversification preferences based on latest query • Reset  ... 
doi:10.1007/3-540-44527-7_10 fatcat:kue2ne2u6bdwfi46rtkblnbhqa

Improving personalized web search using result diversification

Filip Radlinski, Susan Dumais
2006 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '06  
We present and evaluate methods for diversifying search results to improve personalized web search.  ...  A common personalization approach involves reranking the top N search results such that documents likely to be preferred by the user are presented higher.  ...  Our evaluation suggests that this is a promising method to improve personalized reranking of search results.  ... 
doi:10.1145/1148170.1148320 dblp:conf/sigir/RadlinskiD06 fatcat:2padxwrskjgkjabarcjmmf3cga

Recommendation Projects at Yahoo!

Sihem Amer-Yahia
2011 IEEE Data Engineering Bulletin  
The need for diversification has been studied in the context of query suggestion.  ...  If the greedy diversification algorithm changes the query suggestions we record this event as an affected query.  ... 
dblp:journals/debu/Amer-Yahia11 fatcat:mq6spqwuzfeydlflohv547zaey

Context-Based Diversification for Keyword Queries Over XML Data

Jianxin Li, Chengfei Liu, Jeffrey Xu Yu
2015 IEEE Transactions on Knowledge and Data Engineering  
And then, we design an effective XML keyword search diversification model to measure the quality of each candidate.  ...  queries.  ...  ., our proposed diversification model has 80% of the chance to approach the ground truth of ideal diversified query suggestion.  ... 
doi:10.1109/tkde.2014.2334297 fatcat:ixo3hvtqu5ge5hstpq4yvklwym

Diversified relevance feedback

Matt Crane
2013 Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval - SIGIR '13  
The need for a search engine to deal with ambiguous queries has been known for a long time (diversification).  ...  The primary technique being researched now is diversification, which aims to populate the results with a set of documents that cover different possible interpretations for the query, while maintaining  ...  These previous approaches suggest that these two ideas are more linked than expected.  ... 
doi:10.1145/2484028.2484227 dblp:conf/sigir/Crane13 fatcat:2p3ddf2kh5endcxe4wi22n3iga

Diversity and Novelty on the Web

Rodrygo L.T. Santos, Pablo Castells, Ismail Sengor Altingovde, Fazli Can
2015 Proceedings of the 24th International Conference on World Wide Web - WWW '15 Companion  
By contrasting the state-of-the-art in these multiple domains, this tutorial aims to derive a common understanding of the diversification problem and the existing solutions, their commonalities and differences  ...  suggestions, query ambiguity detection, and aggregated search; • obtain a unifying view of the topic by exploring the similarities and differences between the methods employed in different domains.  ...  Implicit diversification approaches for search results presume no prior information about the possible different user needs (a.k.a. aspects, interpretations, intents, etc.) of a given query, so the diversification  ... 
doi:10.1145/2740908.2741988 dblp:conf/www/SantosCAC15 fatcat:f64nwvj67vdojlttfadjmpnqpm

A greedy selection approach for query suggestion diversification in search systems

Fei Cai, Honghui Chen, Zhen Shu
2016 Science China Information Sciences  
We first illustrate the problem of query suggestion diversification.  ...  Dear editor, Query suggestion is a widely known and well embedded mechanism in modern search systems to facilitate the task of formulating queries.  ...  We first illustrate the problem of query suggestion diversification.  ... 
doi:10.1007/s11432-016-5531-y fatcat:nec4wclzmzbbvoqpbcb65liqie

Search result diversification in resource selection for federated search

Dzung Hong, Luo Si
2013 Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval - SIGIR '13  
This paper proposes two general approaches to model both result relevance and diversification in selecting sources, in order to provide more comprehensive coverage of multiple aspects of a user query.  ...  Prior research in resource selection for federated search mainly focused on selecting a small number of information sources that are most relevant to a user query.  ...  Other recent work on search result diversification include a combination of implicit and explicit topic representations [19] , personalized diversification [34] , and explicit relevance model [35] .  ... 
doi:10.1145/2484028.2484091 dblp:conf/sigir/HongS13 fatcat:h2fb6wckznaanbfpihshke7hpe

Exploiting query reformulations for web search result diversification

Rodrygo L.T. Santos, Craig Macdonald, Iadh Ounis
2010 Proceedings of the 19th international conference on World wide web - WWW '10  
In this paper, we introduce a novel probabilistic framework for Web search result diversification, which explicitly accounts for the various aspects associated to an underspecified query.  ...  The results attest the effectiveness of our framework when compared to state-of-the-art diversification approaches in the literature.  ...  In partic-related sub-queries suggested sub-queries α-NDCG IA-P α-NDCG IA-P WSE @5 @10 @100 @5 @10 @100 @5 @10 @100 @5 @10 @100 BM25 0 Table 3 : Diversification performance using related and suggested  ... 
doi:10.1145/1772690.1772780 dblp:conf/www/SantosMO10 fatcat:p7h5ou3a3ze5zowfuzqy5dw22a
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