1080 search results - page 102 / 216 » Hedging predictions in machine learning |
120
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ALT
2010
Springer
15 years 6 months ago
2010
Springer
We are studying long term sequence prediction (forecasting). We approach this by investigating criteria for choosing a compact useful state representation. The state is supposed t...
115
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ICML
2005
IEEE
16 years 5 months ago
2005
IEEE
Dimensionality reduction is the problem of finding a low-dimensional representation of highdimensional input data. This paper examines the case where additional information is kno...
129
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COLT
2008
Springer
15 years 6 months ago
2008
Springer
We show how models for prediction with expert advice can be defined concisely and clearly using hidden Markov models (HMMs); standard HMM algorithms can then be used to efficientl...
155
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ICALT
2011
IEEE
14 years 4 months ago
2011
IEEE
Abstract—This work proposes a novel approach - personalized forecasting - to take into account the sequential effect in predicting student performance (PSP). Instead of using all...
137
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ML
2000
ACM
15 years 4 months ago
2000
ACM
Twenty-two decision tree, nine statistical, and two neural network algorithms are compared on thirty-two datasets in terms of classification accuracy, training time, and (in the ca...