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KDD
1995
ACM

Limits on Learning Machine Accuracy Imposed by Data Quality

13 years 8 months ago
Limits on Learning Machine Accuracy Imposed by Data Quality
Random errors and insufficiencies in databases limit the performance of any classifier trained from and applied to the database. In this paper we propose a method to estimate the limiting performance of classifiers imposed by the database. We demonstrate this technique on the task of predicting failure in telecommunication paths.
Corinna Cortes, Lawrence D. Jackel, Wan-Ping Chian
Added 26 Aug 2010
Updated 26 Aug 2010
Type Conference
Year 1995
Where KDD
Authors Corinna Cortes, Lawrence D. Jackel, Wan-Ping Chiang
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