161
Voted
ICML
16 years 26 days ago
2007 IEEE 
Correlation is one of the most widely used similarity measures in machine learning like Euclidean and Mahalanobis distances. However, compared with proposed numerous discriminant ...
112
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ICML
16 years 26 days ago
2007 IEEE 
We describe and analyze a simple and effective iterative algorithm for solving the optimization problem cast by Support Vector Machines (SVM). Our method alternates between stocha...
120
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ICML
16 years 26 days ago
2007 IEEE
Supervised learning is difficult with high dimensional input spaces and very small training sets, but accurate classification may be possible if the data lie on a low-dimensional ...
119
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ICML
16 years 26 days ago
2007 IEEE
The paper presents a kernel for learning from ordered hypergraphs, a formalization that captures relational data as used in Inductive Logic Programming (ILP). The kernel generaliz...
111
click to vote
ICML
16 years 26 days ago
2007 IEEE 
We introduce models for density estimation with multiple, hidden, continuous factors. In particular, we propose a generalization of multilinear models using nonlinear basis functi...
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Machine Learning