73
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
Many techniques in the social sciences and graph theory deal with the problem of examining and analyzing patterns found in the underlying structure and associations of a group of ...
78
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
We show that a classifier based on Gaussian mixture models (GMM) can be trained discriminatively to improve accuracy. We describe a training procedure based on the extended Baum-W...
74
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
We consider the problem of unsupervised learning from a matrix of data vectors where in each row the observed values are randomly permuted in an unknown fashion. Such problems ari...
53
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
59
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
50
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
A new kernel function between two labeled graphs is presented. Feature vectors are defined as the counts of label paths produced by random walks on graphs. The kernel computation ...
69
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
To address the problem of algorithm selection for the classification task, we equip a relational case base with new similarity measures that are able to cope with multirelational ...
78
Voted
ICML
2003
IEEE
15 years 9 months ago
2003
IEEE
We present metric?? , a provably near-optimal algorithm for reinforcement learning in Markov decision processes in which there is a natural metric on the state space that allows t...