Structured Machine Learning Group

Welcome to the website of the Structured Machine Learning Group at the University of Trento, Italy.


The SML group carries out research on different topics of theoretical and applied Machine Learning, with a focus on domains characterized by complex structures like sequences, trees, graphs and relational knowledge bases. Our main research activities involve combining statistical and symbolic approaches to learning, by integrating logic and constraint programming with statistical learning approaches. Active areas include structured-output prediction, learning to optimize, reasoning and learning in hybrid domains, constructive preference elicitation and bioinformatics applications. See here for more details on our research.

News

  • July 10, 2018
    We have a paper accepted at RECSYS 2018!
  • June 15, 2018
    We have a paper accepted at ECMLPKDD 2018!
  • May 03, 2018
    We have two papers accepted at IJCAI-ECAI 2018!
  • February 13, 2018
    We’ll give a tutorial on Constraint Learning at IJCAI-ECAI 2018!
  • November 08, 2017
    We have three papers accepted at AAAI 2018!
  • October 06, 2017
    We’ll give a tutorial on Constraint Learning at AAAI 2018!