메뉴 건너뛰기




Volumn 52, Issue 3, 2003, Pages 239-281

Inference for the generalization error

Author keywords

Cross validation; Generalization error; Hypothesis tests; Power; Size; Variance estimation

Indexed keywords

ERROR ANALYSIS; LEARNING ALGORITHMS; LEARNING SYSTEMS; RANDOM PROCESSES; SET THEORY; STATISTICAL METHODS; THEOREM PROVING;

EID: 0042847140     PISSN: 08856125     EISSN: None     Source Type: Journal    
DOI: 10.1023/A:1024068626366     Document Type: Article
Times cited : (707)

References (18)
  • 1
    • 0003408496 scopus 로고    scopus 로고
    • UCI repository of machine learning databases
    • Blake, C., Keogh, E., & Merz, C.-J. (1998). UCI repository of machine learning databases.
    • (1998)
    • Blake, C.1    Keogh, E.2    Merz, C.-J.3
  • 2
    • 0030344230 scopus 로고    scopus 로고
    • Heuristics of instability and stabilization in model selection
    • Breiman, L. (1996). Heuristics of instability and stabilization in model selection. Annals of Statistics, 24:6, 2350-2383.
    • (1996) Annals of Statistics , vol.24 , Issue.6 , pp. 2350-2383
    • Breiman, L.1
  • 4
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial and support vector machines for pattern recognition
    • Burges, C. (1998). A tutorial and support vector machines for pattern recognition. Data Mining and Knowledge Discovery, 2:2, 1-47.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 1-47
    • Burges, C.1
  • 6
    • 0000259511 scopus 로고    scopus 로고
    • Approximate statistical tests for comparing supervised classification learning algorithms
    • Dietterich, T. (1998). Approximate statistical tests for comparing supervised classification learning algorithms. Neural Computation, 10:7, 1895-1924.
    • (1998) Neural Computation , vol.10 , Issue.7 , pp. 1895-1924
    • Dietterich, T.1
  • 9
    • 0039136604 scopus 로고    scopus 로고
    • Note on free lunches and cross-validation
    • Goutte, C. (1997). Note on free lunches and cross-validation. Neural Computation, 9:6, 1053-1059.
    • (1997) Neural Computation , vol.9 , Issue.6 , pp. 1053-1059
    • Goutte, C.1
  • 10
    • 0042493390 scopus 로고
    • Assessing learning procedures using DELVE
    • Technical report, University of Toronto, Department of Computer Science
    • Hinton, G., Neal, R., Tibshirani, R., & DELVE team members. (1995). Assessing learning procedures using DELVE. Technical report, University of Toronto, Department of Computer Science.
    • (1995)
    • Hinton, G.1    Neal, R.2    Tibshirani, R.3
  • 11
    • 0030654389 scopus 로고    scopus 로고
    • Algorithmic stability and sanity-check bounds for leave-one-out cross-validation
    • Morgan Kaufmann
    • Kearns, M., & Ron, D. (1997). Algorithmic stability and sanity-check bounds for leave-one-out cross-validation. Tenth Annual Conference on Computational Learning Theory (pp. 152-162). Morgan Kaufmann.
    • (1997) Tenth Annual Conference on Computational Learning Theory , pp. 152-162
    • Kearns, M.1    Ron, D.2
  • 13
    • 0000670848 scopus 로고
    • Back propagation in sensitive to initial conditions
    • San Francisco, CA: Morgan Kauffmann
    • Kolen, J. & Pollack, J. (1991). Back propagation in sensitive to initial conditions. Advances in Neural Information Processing Systems (pp. 860-867). San Francisco, CA: Morgan Kauffmann.
    • (1991) Advances in Neural Information Processing Systems , pp. 860-867
    • Kolen, J.1    Pollack, J.2
  • 14
    • 0006494973 scopus 로고    scopus 로고
    • Inference for the generalisation error
    • Technical report 99s-25, CIRANO
    • Nadeau, C., & Bengio, Y. (1999). Inference for the generalisation error. Technical report 99s-25, CIRANO.
    • (1999)
    • Nadeau, C.1    Bengio, Y.2
  • 16
    • 0002644952 scopus 로고
    • Maximum likelihood estimation of misspecified models
    • White, H. (1982). Maximum likelihood estimation of misspecified models. Econometrica, 50, 1-25.
    • (1982) Econometrica , vol.50 , pp. 1-25
    • White, H.1
  • 17
    • 0004000055 scopus 로고
    • No free lunch theorems for search
    • Technical report SFI-TR-95-02-010, The Santa Fe Institute
    • Wolpert, D., & Macready, W. (1995). No free lunch theorems for search. Technical report SFI-TR-95-02-010, The Santa Fe Institute.
    • (1995)
    • Wolpert, D.1    Macready, W.2
  • 18
    • 0037545145 scopus 로고    scopus 로고
    • No free lunch for cross validation
    • Zhu, H., & Rohwer, R. (1996). No free lunch for cross validation. Neural Computation, 8:7, 1421-1426.
    • (1996) Neural Computation , vol.8 , Issue.7 , pp. 1421-1426
    • Zhu, H.1    Rohwer, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.