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Volumn 1, Issue , 1997, Pages 238-243

An average-case analysis of the k-nearest neighbor classifier

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY FUNCTIONS; ATTRIBUTE NOISE; AVERAGE-CASE ANALYSIS; CLASSIFICATION ACCURACY; FIXED NUMBERS; K-NEAREST NEIGHBOR CLASSIFIER; NOISE LEVELS; OPTIMAL VALUES;

EID: 84880653602     PISSN: 10450823     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (18)

References (13)
  • 1
    • 0002739170 scopus 로고    scopus 로고
    • Noise-Tolerant Instance-Based Learning Algorithms
    • Morgan Kaufmann
    • Aha, D. and Kibler, D. Noise-Tolerant Instance-Based Learning Algorithms. In Proceedings of IJCAI-89, pages 794-799. Morgan Kaufmann.
    • Proceedings of IJCAI-89 , pp. 794-799
    • Aha, D.1    Kibler, D.2
  • 3
    • 85012855770 scopus 로고    scopus 로고
    • Analyses of Instance-Based Learning Algorithms
    • AAAI Press/MIT Press
    • Albert, M. and Aha, D. Analyses of Instance-Based Learning Algorithms. In Proceedings of AAAI-91, pages 553-558. AAAI Press/MIT Press.
    • Proceedings of AAAI-91 , pp. 553-558
    • Albert, M.1    Aha, D.2
  • 7
    • 0004997237 scopus 로고    scopus 로고
    • Bounds on the Classification Error of the Nearest Neighbor Rule
    • Morgan Kaufmann
    • Drakopoulos, J. Bounds on the Classification Error of the Nearest Neighbor Rule. In Proceedings of ICML-95, pages 203-208. Morgan Kaufmann.
    • Proceedings of ICML-95 , pp. 203-208
    • Drakopoulos, J.1
  • 8
    • 0002929640 scopus 로고    scopus 로고
    • Average-Case Analysis of a Nearest Neighbor Algorithm
    • Morgan Kaufmann
    • Langley, P. and Iba, W. Average-Case Analysis of a Nearest Neighbor Algorithm. In Proceedings of IJCAI-93, pages 889-894. Morgan Kaufmann.
    • Proceedings of IJCAI-93 , pp. 889-894
    • Langley, P.1    Iba, W.2
  • 9
    • 85140468046 scopus 로고    scopus 로고
    • ID2-of-3: Constructive Induction of M-of-N Concepts for Discriminators in Decision Trees
    • Morgan Kaufmann
    • Murphy, P. and Pazzani, M. ID2-of-3: Constructive Induction of M-of-N Concepts for Discriminators in Decision Trees. In Proceedings of IWML-91, pages 183-187. Morgan Kaufmann.
    • Proceedings of IWML-91 , pp. 183-187
    • Murphy, P.1    Pazzani, M.2
  • 10
    • 84902244367 scopus 로고    scopus 로고
    • An Average-Case Analysis of k-Nearest Neighbor Classifier
    • Proceedings of ICCBR-95 Veloso, M. and Aamodt, A. Eds., Springer-Verlag
    • Okamoto, S. and Satoh, K. An Average-Case Analysis of k-Nearest Neighbor Classifier. In Proceedings of ICCBR-95 (Veloso, M. and Aamodt, A. Eds., LNAI, 1010), pages 243-264. Springer-Verlag.
    • LNAI , vol.1010 , pp. 243-264
    • Okamoto, S.1    Satoh, K.2
  • 11
    • 0001637081 scopus 로고    scopus 로고
    • Theoretical Analysis of the Nearest Neighbor Classifier in Noisy Domains
    • Morgan Kaufmann
    • Okamoto, S. and Yugami, N. Theoretical Analysis of the Nearest Neighbor Classifier in Noisy Domains. In Proceedings of ICML-96, pages 355-363. Morgan Kaufmann.
    • Proceedings of ICML-96 , pp. 355-363
    • Okamoto, S.1    Yugami, N.2
  • 12
    • 0012488330 scopus 로고    scopus 로고
    • A Framework for Average Case Analysis of Conjunctive Learning Algorithms
    • Pazzani, M. and Sarrett, W. A Framework for Average Case Analysis of Conjunctive Learning Algorithms. Machine Learning, 9:349-372.
    • Machine Learning , vol.9 , pp. 349-372
    • Pazzani, M.1    Sarrett, W.2
  • 13
    • 84999480178 scopus 로고    scopus 로고
    • Toward a Better Understanding of Memory-Based Reasoning Systems
    • Morgan Kaufmann
    • Rachlin, J., Kasif, S., Salzberg, S., and Aha, D. Toward a Better Understanding of Memory-Based Reasoning Systems. In Proceedings of ICML-94, pages 242-250. Morgan Kaufmann.
    • Proceedings of ICML-94 , pp. 242-250
    • Rachlin, J.1    Kasif, S.2    Salzberg, S.3    Aha, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.