1405 search results - page 1 / 281 » Learning Instance-Specific Predictive Models |
JMLR
2010
12 years 11 months ago
2010
This paper introduces a Bayesian algorithm for constructing predictive models from data that are optimized to predict a target variable well for a particular instance. This algori...
NIPS
2004
13 years 6 months ago
2004
Classification algorithms typically induce population-wide models that are trained to perform well on average on expected future instances. We introduce a Bayesian framework for l...
ML
2007
ACM
13 years 4 months ago
2007
ACM
ICML
2010
IEEE
13 years 2 months ago
2010
IEEE
We provide a novel view of learning an approximate model of a partially observable environment from data and present a simple implemenf the idea. The learned model abstracts away ...
CIDU
2010
13 years 2 months ago
2010
Abstract. Climate models are complex mathematical models designed by meteorologists, geophysicists, and climate scientists to simulate and predict climate. Given temperature predic...