Parviainen, Pekka

22 publications

AISTATS 2025 On Tractability of Learning Bayesian Networks with Ancestral Constraints Juha Harviainen, Pekka Parviainen

AISTATS 2024 Fair Soft Clustering Rune D. Kjærsgaard, Pekka Parviainen, Saket Saurabh, Madhumita Kundu, Line Clemmensen

ECCVW 2024 ProxyDR: Deep Hyperspherical Metric Learning with Distance Ratio-Based Formulation Hyeongji Kim, Changkyu Choi, Michael Kampffmeyer, Terje Berge, Pekka Parviainen, Ketil Malde

AISTATS 2024 Structural Perspective on Constraint-Based Learning of Markov Networks Tuukka Korhonen, Fedor Fomin, Pekka Parviainen

PGM 2024 Time–Approximation Trade-Offs for Learning Bayesian Networks Madhumita Kundu, Pekka Parviainen, Saket Saurabh

ECML-PKDD 2023 XAI with Machine Teaching When Humans Are (Not) Informed About the Irrelevant Features Brigt Arve Toppe Håvardstun, Cèsar Ferri, José Hernández-Orallo, Pekka Parviainen, Jan Arne Telle

PGM 2022 Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models Pierre Gillot, Pekka Parviainen

AAAI 2022 Learning Large DAGs by Combining Continuous Optimization and Feedback Arc Set Heuristics Pierre Gillot, Pekka Parviainen

PGM 2020 Learning Bayesian Networks with Cops and Robbers Topi Talvitie, Pekka Parviainen

PGM 2020 Scalable Bayesian Network Structure Learning via Maximum Acyclic Subgraph Pierre Gillot, Pekka Parviainen

MLJ 2019 Distributed Bayesian Matrix Factorization with Limited Communication Xiangju Qin, Paul Blomstedt, Eemeli Leppäaho, Pekka Parviainen, Samuel Kaski

PGM 2016 Bayesian Networks for Variable Groups Pekka Parviainen, Samuel Kaski

JMLR 2016 Structure Discovery in Bayesian Networks by Sampling Partial Orders Teppo Niinimäki, Pekka Parviainen, Mikko Koivisto

NeurIPS 2015 Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number Janne H Korhonen, Pekka Parviainen

AISTATS 2014 Learning Bounded Tree-Width Bayesian Networks Using Integer Linear Programming Pekka Parviainen, Hossein Shahrabi Farahani, Jens Lagergren

AISTATS 2013 Exact Learning of Bounded Tree-Width Bayesian Networks Janne H. Korhonen, Pekka Parviainen

JMLR 2013 Finding Optimal Bayesian Networks Using Precedence Constraints Pekka Parviainen, Mikko Koivisto

UAI 2012 Local Structure Discovery in Bayesian Networks Teppo Niinimaki, Pekka Parviainen

ECML-PKDD 2011 Ancestor Relations in the Presence of Unobserved Variables Pekka Parviainen, Mikko Koivisto

UAI 2011 Partial Order MCMC for Structure Discovery in Bayesian Networks Teppo Niinimaki, Pekka Parviainen, Mikko Koivisto

AISTATS 2010 Bayesian Structure Discovery in Bayesian Networks with Less Space Pekka Parviainen, Mikko Koivisto

UAI 2009 Exact Structure Discovery in Bayesian Networks with Less Space Pekka Parviainen, Mikko Koivisto