Cortes, C., Jackel, L. D., & Chiang, W.-P. (1995). Limits on learning machine accuracy imposed by data quality. In Proceedings of the First International Conference on Knowledge Discovery and Data Mining (pp. 57--62). Montr'eal, Canada: AAAI Press. Home/Search Document Details and Download
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Bayesian Integration of Rule Models - Domingos (Correct)
....Although the Bayes rate is seldom known in practical situations, it is possible to estimate it. Classical methods for this purpose (see, e.g. Dasarathy, 1991) tend to produce rather unreliable estimates, or only very broad intervals where the Bayes rate may fall (Tumer Ghosh, 1996) However, Cortes (1995) has recently proposed a technique that has been empirically verified to work quite well (Cortes, Jackel Chiang, 1995) In broad terms, this technique consists of measuring a large number of training test error pairs using a sufficiently powerful learner, and estimating the Bayes rate as the ....
.... methods for this purpose (see, e.g. Dasarathy, 1991) tend to produce rather unreliable estimates, or only very broad intervals where the Bayes rate may fall (Tumer Ghosh, 1996) However, Cortes (1995) has recently proposed a technique that has been empirically verified to work quite well (Cortes, Jackel Chiang, 1995) . In broad terms, this technique consists of measuring a large number of training test error pairs using a sufficiently powerful learner, and estimating the Bayes rate as the limit of the pair averages. Details of this technique, the theoretical justification for it, and the necessary conditions ....
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Cortes, C., Jackel, L. D., & Chiang, W.-P. (1995). Limits on learning machine accuracy imposed by data quality. In Proceedings of the First International Conference on Knowledge Discovery and Data Mining (pp. 57--62). Montr'eal, Canada: AAAI Press.
GA-MINER: Parallel Data Mining with Hierarchical Genetic.. - Flockhart (1995) (8 citations) (Correct)
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Corinna Cortes, L. D. Jackel, and Wan-Ping Chiang, 1995. Limits on learning machine accuracy imposed by data quality. In Usama M. Fayyad and Ramasamy Uthurusamy, editors, Proceedings of the First International Conference on Knowledge Discovery and Data Mining. AAAI Press.
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