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ML
2012
ACM
308views Machine Learning» more  ML 2012»
12 years 7 months ago
Visualizing non-metric similarities in multiple maps
Laurens van der Maaten, Geoffrey E. Hinton
ML
2012
ACM
413views Machine Learning» more  ML 2012»
12 years 7 months ago
Gradient-based boosting for statistical relational learning: The relational dependency network case
Dependency networks approximate a joint probability distribution over multiple random variables as a product of conditional distributions. Relational Dependency Networks (RDNs) are...
Sriraam Natarajan, Tushar Khot, Kristian Kersting,...
ML
2012
ACM
332views Machine Learning» more  ML 2012»
12 years 7 months ago
ILP turns 20 - Biography and future challenges
Stephen Muggleton, Luc De Raedt, David Poole, Ivan...
ML
2012
ACM
388views Machine Learning» more  ML 2012»
12 years 7 months ago
Statistical analysis of kernel-based least-squares density-ratio estimation
The ratio of two probability densities can be used for solving various machine learning tasks such as covariate shift adaptation (importance sampling), outlier detection (likeliho...
Takafumi Kanamori, Taiji Suzuki, Masashi Sugiyama
ML
2012
ACM
385views Machine Learning» more  ML 2012»
12 years 7 months ago
An alternative view of variational Bayes and asymptotic approximations of free energy
Bayesian learning, widely used in many applied data-modeling problems, is often accomplished with approximation schemes because it requires intractable computation of the posterio...
Kazuho Watanabe