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Volumn , Issue , 2009, Pages 46-54

Data-driven text features for sponsored search click prediction

Author keywords

Click prediction; Language model; Maximum entropy model; Sponsored search; Text features; Vector space model

Indexed keywords

ACCURATE PREDICTION; DATA-DRIVEN; FEEDBACK-BASED SYSTEMS; LANGUAGE MODEL; LANGUAGE MODELING; LONG TAIL; MODELING APPROACH; RANKING MODEL; SEARCH RESULTS; SEARCH SYSTEM; TEXT FEATURE; VECTOR-SPACE;

EID: 70449640480     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1592748.1592755     Document Type: Conference Paper
Times cited : (31)

References (37)
  • 1
    • 84902975388 scopus 로고    scopus 로고
    • Information retrieval as statistical translation
    • A. Berger and J. Lafferty. Information retrieval as statistical translation. In Proc. ACM SIGIR, pages 222-229, 1999.
    • (1999) Proc. ACM SIGIR , pp. 222-229
    • Berger, A.1    Lafferty, J.2
  • 3
    • 57349199269 scopus 로고    scopus 로고
    • Contextual advertising by combining relevance with click feedback
    • D. Chakrabarti, D. Agarwal, and V. Josifovski. Contextual advertising by combining relevance with click feedback. In Proc. WWW, pages 417-426, 2008.
    • (2008) , pp. 417-426
    • Chakrabarti, D.1    Agarwal, D.2    Josifovski, V.3
  • 4
    • 0033329799 scopus 로고    scopus 로고
    • An empirical study of smoothing techniques for language modeling
    • S. Chen and J. Goodman. An empirical study of smoothing techniques for language modeling. Computer Speech and Language, 13:242-259, 1999.
    • (1999) Computer Speech and Language , vol.13 , pp. 242-259
    • Chen, S.1    Goodman, J.2
  • 5
    • 57349195514 scopus 로고    scopus 로고
    • Online learning from click data for sponsored search
    • M. Ciaramita, V. Murdock, and V. Plachouras. Online learning from click data for sponsored search. In Proc. WWW, pages 227-236, 2008.
    • (2008) , pp. 227-236
    • Ciaramita, M.1    Murdock, V.2    Plachouras, V.3
  • 6
    • 36448929056 scopus 로고    scopus 로고
    • The influence of caption features on clickthrough patterns in web search
    • C. Clarke, E. Agichtein, S. Dumais, and R. White. The influence of caption features on clickthrough patterns in web search. In Proc. ACM SIGIR, pages 135-142, 2007.
    • (2007) Proc. ACM SIGIR , pp. 135-142
    • Clarke, C.1    Agichtein, E.2    Dumais, S.3    White, R.4
  • 7
    • 0026991449 scopus 로고
    • Probabilistic retrieval based on staged logistic regression
    • W. Cooper, F. Gey, and D. Dabney. Probabilistic retrieval based on staged logistic regression. In Proc. ACM SIGIR, pages 198-210, 1992.
    • (1992) Proc. ACM SIGIR , pp. 198-210
    • Cooper, W.1    Gey, F.2    Dabney, D.3
  • 11
    • 35448949581 scopus 로고    scopus 로고
    • Internet advertising and the generalized second price auction: Selling billions of dollars worth of keywords
    • B. Edelman, M. Ostrovsky, and M. Schwarz. Internet advertising and the generalized second price auction: Selling billions of dollars worth of keywords. American Economic Review, 97:242-259, 2007.
    • (2007) American Economic Review , vol.97 , pp. 242-259
    • Edelman, B.1    Ostrovsky, M.2    Schwarz, M.3
  • 12
    • 0024689802 scopus 로고
    • Optimum polynomial retrieval functions based on the probability ranking principle
    • N. Fuhr. Optimum polynomial retrieval functions based on the probability ranking principle. ACM Trans. on Information Systems, 7(3):183-204, 1989.
    • (1989) ACM Trans. on Information Systems , vol.7 , Issue.3 , pp. 183-204
    • Fuhr, N.1
  • 13
    • 8644233577 scopus 로고    scopus 로고
    • Eye-tracking analysis of user behavior in WWW search
    • L. Granka, T. Joachims, and G. Gay. Eye-tracking analysis of user behavior in WWW search. In Proc. ACM SIGIR, pages 478-479, 2004.
    • (2004) Proc. ACM SIGIR , pp. 478-479
    • Granka, L.1    Joachims, T.2    Gay, G.3
  • 14
    • 0033645041 scopus 로고    scopus 로고
    • IR evaluation methods for retrieving highly relevant documents
    • K. Järvelin and J. Kekäläinen. IR evaluation methods for retrieving highly relevant documents. In Proc. ACM SIGIR, pages 41-48, 2000.
    • (2000) Proc. ACM SIGIR , pp. 41-48
    • Järvelin, K.1    Kekäläinen, J.2
  • 16
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with support vector machines: Learning with many relevant features
    • T. Joachims. Text categorization with support vector machines: Learning with many relevant features. In Proc. ECML, pages 137-142, 1998.
    • (1998) Proc. ECML , pp. 137-142
    • Joachims, T.1
  • 17
    • 0242456822 scopus 로고    scopus 로고
    • Optimizing search engines using clickthrough data
    • T. Joachims. Optimizing search engines using clickthrough data. In Proc. ACM SIGIR, pages 133-142, 2002.
    • (2002) Proc. ACM SIGIR , pp. 133-142
    • Joachims, T.1
  • 18
    • 84885665252 scopus 로고    scopus 로고
    • Accurately interpreting clickthrough data as implicit feedback
    • T. Joachims, L. Granka, B. Pang, H. Hembrooke, and G. Gay. Accurately interpreting clickthrough data as implicit feedback. In Proc. ACM KDD, pages 154-161, 2005.
    • (2005) Proc. ACM KDD , pp. 154-161
    • Joachims, T.1    Granka, L.2    Pang, B.3    Hembrooke, H.4    Gay, G.5
  • 19
    • 33845952637 scopus 로고    scopus 로고
    • Generating query substitutions
    • R. Jones, B. Rey, O. Madani, and W. Greiner. Generating query substitutions. In Proc. WWW, pages 387-396, 2006.
    • (2006) , pp. 387-396
    • Jones, R.1    Rey, B.2    Madani, O.3    Greiner, W.4
  • 20
    • 34547688865 scopus 로고    scopus 로고
    • An interior-point method for large-scale l1-regularized logistic regression
    • K. Koh, S. Kim, and S. Boyd. An interior-point method for large-scale l1-regularized logistic regression. Journal of Machine Learning Research, 8:1519-1555, 2007.
    • (2007) Journal of Machine Learning Research , vol.8 , pp. 1519-1555
    • Koh, K.1    Kim, S.2    Boyd, S.3
  • 21
    • 8644261625 scopus 로고    scopus 로고
    • Corpus structure, language models, and ad hoc information retrieval
    • O. Kurland and L. Lee. Corpus structure, language models, and ad hoc information retrieval. In Proc. ACM SIGIR, pages 194-201, 2004.
    • (2004) Proc. ACM SIGIR , pp. 194-201
    • Kurland, O.1    Lee, L.2
  • 23
    • 21244446518 scopus 로고    scopus 로고
    • A comparison of numerical optimizers for logistic regression
    • Technical report, Microsoft, 2003
    • T. Minka. A comparison of numerical optimizers for logistic regression. Technical report, Microsoft, 2003.
    • Minka, T.1
  • 25
    • 0032268440 scopus 로고    scopus 로고
    • A language modeling approach to information retrieval
    • J. Ponte and W. Croft. A language modeling approach to information retrieval. In Proc. ACM SIGIR, pages 275-281, 1998.
    • (1998) Proc. ACM SIGIR , pp. 275-281
    • Ponte, J.1    Croft, W.2
  • 29
    • 35348840947 scopus 로고    scopus 로고
    • Predicting clicks: Estimating the click-through rate for new ads
    • M. Richardson, E. Dominowska, and R. Ragno. Predicting clicks: Estimating the click-through rate for new ads. In Proc. WWW, pages 521-530, 2007.
    • (2007) , pp. 521-530
    • Richardson, M.1    Dominowska, E.2    Ragno, R.3
  • 30
  • 31
    • 0016572913 scopus 로고
    • A vector space model for automatic indexing
    • G. Salton, A. Wong, and C. Yang. A vector space model for automatic indexing. Communications of the ACM, 18:613-620, 1975.
    • (1975) Communications of the ACM , vol.18 , pp. 613-620
    • Salton, G.1    Wong, A.2    Yang, C.3
  • 32
    • 84860511413 scopus 로고    scopus 로고
    • Randomised language modelling for statistical machine translation
    • D. Talbot and M. Osborne. Randomised language modelling for statistical machine translation. In Proc. ACL, pages 512-519, 2007.
    • (2007) Proc. ACL , pp. 512-519
    • Talbot, D.1    Osborne, M.2
  • 33
    • 34250655383 scopus 로고    scopus 로고
    • Finding advertising keywords on web
    • W. Yih, J. Goodman, and V. Carvalho. Finding advertising keywords on web pages. In Proc. WWW, pages 213-222, 2006.
    • (2006) , pp. 213-222
    • Yih, W.1    Goodman, J.2    Carvalho, V.3
  • 35
    • 0034788435 scopus 로고    scopus 로고
    • A study of smoothing methods for language models applied to ad hoc information retrieval
    • C. Zhai and J. Lafferty. A study of smoothing methods for language models applied to ad hoc information retrieval. In Proc. ACM SIGIR, pages 334-342, 2001.
    • (2001) Proc. ACM SIGIR , pp. 334-342
    • Zhai, C.1    Lafferty, J.2
  • 36
    • 36448973022 scopus 로고    scopus 로고
    • Query rewriting using active learning for sponsored search
    • W. Zhang, X. He, B. Rey, and R. Jones. Query rewriting using active learning for sponsored search. In Proc. ACM SIGIR, pages 853-854, 2007.
    • (2007) Proc. ACM SIGIR , pp. 853-854
    • Zhang, W.1    He, X.2    Rey, B.3    Jones, R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.