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Jose M Pena

Senior Associate Professor, Head of Unit

I am interested in learning from data within machine learning, artificial intelligence and statistics. I'm particularly interested in learning and reasoning with probabilistic graphical models such as; Bayesian networks, Markov networks, chain graphs

Presentation

Publications

2024

Sourabh Balgi, Jose M. Peña, Adel Daoud (2024) ρ-GNF: A Copula-based Sensitivity Analysis to Unobserved Confounding Using Normalizing Flows 12th International Conference on Probabilistic Graphical Models, p. 20-37 (Conference paper)
Sourabh Balgi, Jose M. Peña, Adel Daoud (2024) Counterfactually-Equivalent Structural Causal Modelling Using Causal Graphical Normalizing Flows 12th International Conference on Probabilistic Graphical Models, p. 164-181 (Conference paper)
Sourabh Balgi, Adel Daoud, Jose M. Peña, Geoffrey Wodtke, Jesse Zhou (2024) Deep Learning With DAGs

2023

Jose M. Peña (2023) Factorization of the Partial Covariance in Singly-Connected Path Diagrams Proceedings of Machine Learning Research, p. 814-849 (Conference paper)
Jose M Pena (2023) Bounding the probabilities of benefit and harm through sensitivity parameters and proxies Journal of Causal Inference, Vol. 11, Article 20230012 (Article in journal) Continue to DOI

About the division

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The Division of Statistics and Machine Learning (STIMA)

The STIMA division is part of the Department of Computer and Information Science. The research and teaching activities are focused on modern data analysis and the division hosts the international master's programme in Statistics and Machine Learning.

Colleagues at STIMA

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Amirhossein Ahmadian
PhD student
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Johan Alenlöv
Lecturer
Martin Andrae
PhD student
Photo of Sourabh Balgi
Sourabh Balgi
Photo of Krzysztof Bartoszek
Krzysztof Bartoszek
Senior Associate Professor
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Jonas Bjermo
Postdoc
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Bayu Brahmantio
PhD student
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Gabriel Ducrocq
Postdoc
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Filip Ekström Kelvinius
PhD student
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Hariprasath Govindarajan
Anders Grimvall
Photo of Ann-Charlotte Hallberg
Ann-Charlotte Hallberg
Lecturer
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Isak Hietala
Lecturer
Woodrow Hao Chi Kiang
PhD student
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Erik Larsson
PhD student
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Fredrik Lindsten
Senior Associate Professor, Head of Division
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Sebastian Mair
Assistant Professor
Samuel Matthiesen
Postdoc
Lisa Menacher
PhD student
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Frank Miller
Professor, Head of Unit
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Shashi Nagarajan
Anders Nordgaard
Adjunct Associate Professor, Docent
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Louis Ohl
Postdoc
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Amanda Olmin
PhD student
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Joel Oskarsson
PhD student
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Jolanta Pielaszkiewicz
Associate Professor
Dong Qian
Postdoc
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Oleg Sysoev
Senior Associate Professor
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Annika Tillander
Associate Professor
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Bertil Wegmann
Associate Professor
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Josef Wilzén
Lecturer
Linda Wänström
Associate Professor, Docent
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Zheng Zhao
Assistant Professor

About the department

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Department of Computer and Information Science (IDA)

The Department of Computer and Information Science is one of the largest departments in northern Europe in its field. Research activity covers artificial intelligence, human-computer interaction, software and computer systems, and data science.

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