142
click to vote
ML
2015
ACM
10 years 2 months ago
2015
ACM
Regression is a fundamental problem in statistical data analysis, which aims at estimating the conditional mean of output given input. However, regression is not informative enoug...
127
click to vote
ML
2015
ACM
10 years 2 months ago
2015
ACM
We tackle the problem of learning linear classifiers from noisy datasets in a multiclass setting. The two-class version of this problem was studied a few years ago by, e.g. Bylan...
122
click to vote
ML
2015
ACM
10 years 2 months ago
2015
ACM
Cluster analysis lies at the core of most unsupervised learning tasks. However, the majority of clustering algorithms depend on the all-in assumption, in which all objects belong ...