Home
Photo of Jose M Pena

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

A pair of hands holding a dice.

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

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

About the department

Image of Building E, Campus Valla.

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.

Tags