Learning Instance-Specific Predictive Models


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 algorithm learns Markov blanket models, carries out Bayesian model averaging over a set of models to predict a target variable of the instance at hand, and employs an instance-specific… (More)


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@article{Visweswaran2010LearningIP, title={Learning Instance-Specific Predictive Models}, author={Shyam Visweswaran and Gregory F. Cooper}, journal={Journal of machine learning research : JMLR}, year={2010}, volume={11}, pages={3333-3369} }