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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

Publications

2025

Sourabh Balgi, Adel Daoud, Jose M Pena, Geoffrey T. Wodtke, Jesse Zhou (2025) Deep Learning With DAGs Sociological Methods & Research (Article in journal) Continue to DOI

2024

Jose M Pena (2024) Alternative Measures of Direct and Indirect Effects INTERNATIONAL CONFERENCE ON PROBABILISTIC GRAPHICAL MODELS (Conference paper)
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

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