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Hits 1 – 7 of 7
1
Modeling Click-through based Word-pairs for Web Search
Jagadeesh Jagarlamudi
;
Jianfeng Gao
In: http://www2012.wwwconference.org/proceedings/companion/p537.pdf (2012)
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2
A generation model to unify topic relevance and lexicon-based sentiment for opinion retrieval
Min Zhang
;
Xingyao Ye
In: http://www.thuir.cn/group/~mzhang/publications/SIGIR08-zhang.pdf (2008)
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3
Modeling Click-through based Word-pairs for Web Search
Jagadeesh Jagarlamudi
;
Jianfeng Gao
In: http://www.umiacs.umd.edu/%7Ejags/pdfs/jags12PairModel.pdf
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4
Modeling Click-through based Word-pairs for Web Search
Jagadeesh Jagarlamudi
;
Jianfeng Gao
In: http://www.research.microsoft.com/%7Ejfgao/paper/2012-papers/wpp094-Jagarlamudi.pdf
Abstract:
Statistical translation models and latent semantic analysis (LSA) are two effective approaches to exploit click-through data for web search ranking. This paper presents two document ranking models that combine both approaches by explicitly modeling word-pairs. The first model, called Pair-Model, is a monolingual ranking model based on word pairs that are derived from click-through data. It maps queries and documents into a concept space spanned by these word pairs. The second model, called Bilingual Paired Topic Model (BPTM), uses bilingual word pairs and jointly models a bilingual query-document collection. This model maps queries and documents in multiple languages into a lower dimensional semantic subspace. Experimental results on web search task show that they significantly outperform the state-of-the-art baseline models, and the best result is obtained by interpolating PairModel and BPTM.
Keyword:
Algorithms
;
Experimentation Keywords Clickthrough Data
;
General Terms Learning
;
Latent Semantic Analysis
;
Multilingual IR
;
Topic Models
;
Translation Model
;
Web Search
URL:
http://www.research.microsoft.com/%7Ejfgao/paper/2012-papers/wpp094-Jagarlamudi.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.259.6204
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5
57 Text Summarization Based on Genetic Programming
Pooya Khosraviyan Dehkordi
;
Dr. Farshad Kumarci
;
Dr. Hamid Khosravi
In: http://ijcir.org/volume3-number1/issue 57-64.pdf
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6
2008. Multi-document summarization using cluster-based link analysis
Xiaojun Wan
;
Jianwu Yang
In: http://www.cs.fiu.edu/%7Elli003/Sum/SIGIR/2008/2.pdf
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7
7Integrating Generative and Discriminative Character-Based Models for Chinese Word Segmentation
In: http://www.nlpr.ia.ac.cn/cip/ZongPublications/2012/2012.06+ACM+TALIP+K.Wang.pdf
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