Relevance tagging machine
Dmitry Molchanov, D. A. Kondrashkin, Dmitry Vetrov · Machine Learning and Data Analysis · 2015
In many classification or regression problems, there may be a lot of irrelevant features.Bayesian automatic relevance determination (ARD) is a popular approach to feature selection.However, the application area of this approach has been limited.In this paper, this approach is utilized in a more general case and it is applied to a binary classification problem with binary features.Also, a new binary classification model and a learning algorithm that can purge unwanted features from the model have been developed.