126
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ML
10 years 1 months ago
2015 ACM 
The standard multi-class classification risk, based on the binary loss, is rarely directly minimized. This is due to (i) the lack of convexity and (ii) the lack of smoothness (and...
123
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ML
10 years 1 months ago
2015 ACM
Abstract This paper deals with the learning curve in a Gaussian process regression framework. The learning curve describes the generalization error of the Gaussian process used for...
123
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ML
10 years 1 months ago
2015 ACM 
We present a novel probabilistic clustering model for objects that are represented via pairwise distances and observed at different time points. The proposed method utilizes the i...
121
Voted
ML
10 years 1 months ago
2015 ACM 
Many problems in statistics and machine learning (e.g., probabilistic graphical model, feature extraction, clustering and classification, etc) can be (re)formulated as linearly c...
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Machine Learning