메뉴 건너뛰기




Volumn 13, Issue , 2012, Pages 137-164

An active learning algorithm for ranking from pairwise preferences with an almost optimal query complexity

Author keywords

Active learning; Pairwise ranking; Preferences; Ranking; Statistical learning theory

Indexed keywords

ACTIVE LEARNING; PAIRWISE RANKING; PREFERENCES; RANKING; STATISTICAL LEARNING THEORY;

EID: 84857615668     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (105)

References (43)
  • 1
    • 77955661709 scopus 로고    scopus 로고
    • Preference based learning to rank
    • Nir Ailon and Mehryar Mohri. Preference based learning to rank. Machine Learning, 80:189-212, 2010.
    • (2010) Machine Learning , vol.80 , pp. 189-212
    • Ailon, N.1    Mohri, M.2
  • 3
  • 4
    • 56349095491 scopus 로고    scopus 로고
    • Aggregating inconsistent information: Ranking and clustering
    • Nir Ailon, Moses Charikar, and Alantha Newman. Aggregating inconsistent information: Ranking and clustering. J. ACM, 55(5), 2008a.
    • (2008) J. ACM , vol.55 , Issue.5
    • Ailon, N.1    Charikar, M.2    Newman, A.3
  • 5
    • 42649089090 scopus 로고    scopus 로고
    • Property-preserving data reconstruction
    • DOI 10.1007/s00453-007-9075-9
    • Nir Ailon, Bernard Chazelle, Seshadhri Comandur, and Ding Liu. Property-preserving data reconstruction. Algorithmica, 51(2):160-182, 2008b. (Pubitemid 351599089)
    • (2008) Algorithmica (New York) , vol.51 , Issue.2 , pp. 160-182
    • Ailon, N.1    Chazelle, B.2    Comandur, S.3    Liu, D.4
  • 8
    • 33746043842 scopus 로고    scopus 로고
    • Ranking tournaments
    • DOI 10.1137/050623905
    • Noga Alon. Ranking tournaments. SIAM J. Discret. Math., 20(1):137-142, 2006. (Pubitemid 46352091)
    • (2006) SIAM Journal on Discrete Mathematics , vol.20 , Issue.1 , pp. 137-142
    • Alon, N.1
  • 9
    • 0742284346 scopus 로고    scopus 로고
    • Queries revisited
    • Dana Angluin. Queries revisited. Theor. Comput. Sci., 313(2):175-194, 2004.
    • (2004) Theor. Comput. Sci. , vol.313 , Issue.2 , pp. 175-194
    • Angluin, D.1
  • 11
    • 0028424239 scopus 로고
    • Improving generalization with active learning
    • Les Atlas, David Cohn, and Richard Ladner. Improving generalization with active learning. Machine Learning, 15(2):201-221, 1994.
    • (1994) Machine Learning , vol.15 , Issue.2 , pp. 201-221
    • Atlas, L.1    Cohn, D.2    Ladner, R.3
  • 14
    • 77955659703 scopus 로고    scopus 로고
    • The true sample complexity of active learning
    • Maria-Florina Balcan, Steve Hanneke, and Jennifer Vaughan. The true sample complexity of active learning. Machine Learning, 80:111-139, 2010.
    • (2010) Machine Learning , vol.80 , pp. 111-139
    • Balcan, M.-F.1    Hanneke, S.2    Vaughan, J.3
  • 16
    • 43249123634 scopus 로고    scopus 로고
    • Repairing self-confident active-transductive learners using systematic exploration
    • Ron Begleiter, Ran El-Yaniv, and Dmitry Pechyony. Repairing self-confident active-transductive learners using systematic exploration. Pattern Recognition Letters, 29(9):1245-1251, 2008.
    • (2008) Pattern Recognition Letters , vol.29 , Issue.9 , pp. 1245-1251
    • Begleiter, R.1    El-Yaniv, R.2    Pechyony, D.3
  • 21
    • 29344432464 scopus 로고    scopus 로고
    • Reducing labeling effort for structured prediction tasks
    • Proceedings of the 20th National Conference on Artificial Intelligence and the 17th Innovative Applications of Artificial Intelligence Conference, AAAI-05/IAAI-05
    • Aron Culotta and Andrew McCallum. Reducing labeling effort for structured prediction tasks. In Proceedings of the 20th Conference on Artificial Intelligence (AAAI), pages 746-751, 2005. (Pubitemid 43006698)
    • (2005) Proceedings of the National Conference on Artificial Intelligence , vol.2 , pp. 746-751
    • Culotta, A.1    McCallum, A.2
  • 27
    • 77953500857 scopus 로고    scopus 로고
    • On the foundations of noise-free selective classification
    • Ran El-Yaniv and YairWiener. On the foundations of noise-free selective classification. J. Machine Learning Research, 11:1605-1641, 2010.
    • (2010) J. Machine Learning Research , vol.11 , pp. 1605-1641
    • El-Yaniv, R.1    Wiener, Y.2
  • 29
    • 0037031027 scopus 로고    scopus 로고
    • Query by committee, linear separation and random walks
    • DOI 10.1016/S0304-3975(01)00079-2, PII S0304397501000792
    • Shai Fine, Ran Gilad-Bachrach, and Eli Shamir. Query by committee, linear separation and random walks. Theoretical Computer Science, 284(1):25-51, 2002. (Pubitemid 34661528)
    • (2002) Theoretical Computer Science , vol.284 , Issue.1 , pp. 25-51
    • Fine, S.1    Gilad-Bachrach, R.2    Shamir, E.3
  • 30
    • 0031209604 scopus 로고    scopus 로고
    • Selective Sampling Using the Query by Committee Algorithm
    • Yoav Freund, H. Sebastian Seung, Eli Shamir, and Naftali Tishby. Selective sampling using the query by committee algorithm. Mach. Learn., 28(2-3):133-168, 1997. (Pubitemid 127506338)
    • (1997) Machine Learning , vol.28 , Issue.2-3 , pp. 133-168
    • Freund, Y.1    Seung, H.S.2    Shamir, E.3    Tishby, N.4
  • 32
    • 49449095305 scopus 로고    scopus 로고
    • Distribution-free property-testing
    • Shirley Halevy and Eyal Kushilevitz. Distribution-free property-testing. SIAM J. Comput., 37(4): 1107-1138, 2007.
    • (2007) SIAM J. Comput. , vol.37 , Issue.4 , pp. 1107-1138
    • Halevy, S.1    Kushilevitz, E.2
  • 34
    • 0008371352 scopus 로고    scopus 로고
    • chapter 7 (Large Margin Rank Boundaries for Ordinal Regression MIT Press
    • Ralf Herbrich, Thore Graepel, and Klaus Obermayer. Advances in LargeMargin Classifiers, chapter 7 (Large Margin Rank Boundaries for Ordinal Regression), pages 115-132. MIT Press, 2000.
    • (2000) Advances in LargeMargin Classifiers , pp. 115-132
    • Herbrich, R.1    Graepel, T.2    Obermayer, K.3
  • 35
    • 52949143827 scopus 로고    scopus 로고
    • Label ranking by learning pairwise preferences
    • Eyke Hüllermeier, Johannes Fürnkranz, Weiwei Cheng, and Klaus Brinker. Label ranking by learning pairwise preferences. Artif. Intell., 172(16-17):1897-1916, 2008.
    • (2008) Artif. Intell. , vol.172 , Issue.16-17 , pp. 1897-1916
    • Hüllermeier, E.1    Fürnkranz, J.2    Cheng, W.3    Brinker, K.4
  • 38
    • 0003037529 scopus 로고
    • Reducibility among combinatorial problems
    • Plenum Press, New York
    • Richard M. Karp. Reducibility among combinatorial problems. In Complexity of Computer Computations, pages 85-104. Plenum Press, New York, 1972.
    • (1972) Complexity of Computer Computations , pp. 85-104
    • Karp, R.M.1
  • 40
    • 1242352526 scopus 로고    scopus 로고
    • Selective sampling for nearest neighbor classifiers
    • Michael Lindenbaum, Shaul Markovitch, and Dmitry Rusakov. Selective sampling for nearest neighbor classifiers. Machine Learning, 54:125-152, 2004.
    • (2004) Machine Learning , vol.54 , pp. 125-152
    • Lindenbaum, M.1    Markovitch, S.2    Rusakov, D.3
  • 42
    • 0001024505 scopus 로고
    • On the uniform convergence of relative frequencies of events to their probabilities
    • Vladimir N. Vapnik and Alexey Ya. Chervonenkis. On the uniform convergence of relative frequencies of events to their probabilities. Theory of Probability and its Applications, 16(2):264-280, 1971.
    • (1971) Theory of Probability and Its Applications , vol.16 , Issue.2 , pp. 264-280
    • Vapnik, V.N.1    Chervonenkis, A.Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.