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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

Jose M Pena (2025) Bounds and Sensitivity Analysis of the Causal Effect Under Outcome-Independent MNAR Confounding CAUSAL LEARNING AND REASONING, p. 693-703 (Conference paper)
Sourabh Balgi, Marc Braun, Jose M. Peña, Adel Daoud (2025) Sensitivity Analysis to Unobserved Confounding with Copula-Based Normalizing Flows International Journal of Approximate Reasoning, Vol. 187, Article 109531 (Article in journal) https://dx.doi.org/10.1016/j.ijar.2025.109531
Sourabh Balgi, Adel Daoud, Jose M Pena, Geoffrey T. Wodtke, Jesse Zhou (2025) Deep Learning With DAGs Sociological Methods & Research, Vol. 54, p. 1624-1682 (Article in journal) https://dx.doi.org/10.1177/00491241251319291

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)

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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Johan Alenlöv
Lecturer
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Martin Andrae
PhD student
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Krzysztof Bartoszek
Senior Associate Professor
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Bayu Brahmantio
PhD student
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Marc Braun
PhD student
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Gabriel Ducrocq
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Filip Ekström Kelvinius
Postdoc
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Hariprasath Govindarajan
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Anders Grimvall
Professor Emeritus
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Ann-Charlotte Hallberg
Lecturer
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Isak Hietala
Lecturer
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Adhithyan Kalaivanan
PhD student
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Woodrow Hao Chi Kiang
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Tomas Landelius
Adjunct Associate Professor
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Erik Larsson
PhD student
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Fredrik Lindsten
Professor, Head of Division
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Sebastian Mair
Assistant Professor
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Lisa Menacher
PhD student
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Andrew Millard
Research Engineer
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Frank Miller
Professor, Head of Unit
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Shashi Nagarajan
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Edward Ngailo
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Louis Ohl
Postdoc
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Jolanta Pielaszkiewicz
Associate Professor
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Erik Raab
Research Engineer
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Behnaz Rivandi
PhD student
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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
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Linda Wänström
Associate Professor, Docent
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Zheng Zhao
Assistant Professor, Docent

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.