My research activity focuses on the field of Machine Learning. Two key challenges in most machine learning applications are uncertainty and complexity. The standard framework for handling uncertainty is probability, for complexity is first-order logic. Thus we would like to be able to learn and perform inference in representation languages that combine the two. This is the focus of the field of Statistical Relational Learning.
Parameter and Structure Learning Algorithms for Statistical Relational Learning
BELLODI, Elena;RIGUZZI, Fabrizio
2012
Abstract
My research activity focuses on the field of Machine Learning. Two key challenges in most machine learning applications are uncertainty and complexity. The standard framework for handling uncertainty is probability, for complexity is first-order logic. Thus we would like to be able to learn and perform inference in representation languages that combine the two. This is the focus of the field of Statistical Relational Learning.File in questo prodotto:
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