Research output per year
Research output per year
Dr. habil.
Content available in repository
(Please use de Campos, C. P. for citations. Beware information available in this platform is likely very incomplete.) Cassio obtained his Habilitation in Artificial Intelligence (2013), Doctorate in Engineering (2006), MSc in Computer Science (2001) and BSc in Computer Science (1999) from the University of Sao Paulo (Brazil), where he studied both at the Department of Mathematics and Statistics and the Department of Mechatronics. He also obtained a Senior Research Qualification from Utrecht University (2018), Senior Member of ACM (2019), and elected member of the executive board of sipta.org (since 2011). His habilitation and doctorate theses were carried out on the topic of Uncertainty in Artificial Intelligence, in particular related to robust models related to imprecise probabilities. He works on works on foundations of artificial intelligence and statistical machine learning, including probabilistic graphical models, imprecise probability, and computational complexity. In 2006, Cassio was an Assistant Professor at the University of Sao Paulo (Brazil). In 2007-08, he was a visiting research fellow at the Rensselear Polytechnic Institute (USA). From 2008 to 2014, he was a (senior) researcher at the Dalle Molle Institute in Switzerland. From 2014 to 2017, he was a Reader at Queen's University Belfast (UK), and later an Associate Professor at Utrecht University, before joining TU/e in 2019.
Main research interests are reliable machine learning and robust artificial intelligence, focused on theoretical and foundational developments for learning and reasoning with graphical models such as Bayesian networks, (hidden) Markov models, Markov random fields, influence diagrams, Markov decision processes, sum-product networks, and their use in applications. This includes proofs about the computational complexity of many tasks, devising new algorithms that (when created) were orders of magnitude faster than state-of-the-art methods, new mathematical results that may considerably reduce the time to learn graphical models from data, among other challenges. Credal networks, which are graphical models aimed at greater robustness/reliability of results, are of great importance. The work on them and on credal sum-product networks includes the development of the theoretical foundations, as well as some of the best performing algorithms for learning and reasoning.
it's not (only) about the result, it's about how we reached it.
Head of Uncertainty in AI Group
Artificial intelligence, expert systems, Doctor, University of São Paulo
Award Date: 29 Oct 2013
Doctor, University of São Paulo
Award Date: 12 Apr 2006
Theoretical computer science, Master, University of São Paulo
Award Date: 20 Jun 2001
Computer science, other, Bachelor, University of São Paulo
Award Date: 11 Oct 1999
Consultant in AI, Artificialy SA
1 Jun 2020 → …Research output: Contribution to journal › Article › Academic › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Research output: Contribution to journal › Article › Academic › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Chapter › Academic › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
de Campos, Cassio (Recipient), 2019
Prize: Other › Fellowships & memberships › Scientific
de Campos, Cassio (Recipient), 2013
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
de Campos, Cassio (Recipient), 2013
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
de Campos, Cassio (Recipient), 2006
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
Fabio Gagliardi Cozman (Member), Jasper De Bock (Chair), Cassio de Campos (Member), Gert de Cooman (Member), Erik Quaeghebeur (Member), Teddy Seidenfeld (Member) & Gregory Wheeler (Member)
Activity: Membership types › Membership of committee › Scientific
Jasper De Bock (Editorial board member), Cassio de Campos (Editorial board member), Gert de Cooman (Editorial board member), Erik Quaeghebeur (Editorial board member) & Gregory Wheeler (Editorial board member)
Activity: Publication peer-review and editorial work types › Editorial activity › Scientific
M.C.M. (Matthias) Troffaes (Chair), Enrique Miranda (Member), Alessio Benavoli (Treasurer), Sébastien Destercke (Member), Jasper De Bock (Member), Cassio de Campos (Member), Marco Cattaneo (Member), Erik Quaeghebeur (Member) & Gregory Wheeler (Member)
Activity: Membership types › Membership of committee › Scientific
Fabio Gagliardi Cozman (Chair), Sébastien Destercke (Member), Erik Quaeghebeur (Treasurer), Enrique Miranda (Member), Alessandro Antonucci (Member), Cassio de Campos (Member), Marco Cattaneo (Member), Gert de Cooman (Member) & M.C.M. (Matthias) Troffaes (Member)
Activity: Membership types › Membership of committee › Scientific