Pekka Parviainen
15 papers · 2010–2025 · 5 conferences · across top CS/AI conferences
Achievements
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🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🗺️ Taxonomy Completionist (14) 🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (5)
🧭
Keyword Pioneer
🐣
Hot Topic Early Bird
🌉
Interdisciplinary Bridge
🏆
Keyword Champion
(2)
🗃️
Keyword Collector
(50)
📈
Trend Setter
💎
Century Club
(15)
🚀
Conference Pioneer
Conferences
AISTATS (6)
PGM (5)
JMLR (2)
AAAI (1)
NIPS (1)
Top co-authors
Keywords
bayesian network
(9)
structure learning
(7)
graphical model
(3)
integer linear programming
(3)
directed acyclic graph
(3)
combinatorial optimization
(3)
bayesian network structure learning
(3)
partial order
(2)
feedback arc set
(2)
gradient descent
(2)
structural equation model
(2)
conditional independence test
(2)
graph optimization
(1)
network structure
(1)
markov chain monte carlo
(1)
bayesian network structure
(1)
conditional probability
(1)
continuous optimization
(1)
vertex cover
(1)
dynamic programming
(1)
Papers
On Tractability of Learning Bayesian Networks with Ancestral Constraints
AISTATS 2025
Time–Approximation Trade-Offs for Learning Bayesian Networks
PGM 2024
Fair Soft Clustering
AISTATS 2024
Structural perspective on constraint-based learning of Markov networks
AISTATS 2024
Learning Large DAGs by Combining Continuous Optimization and Feedback Arc Set Heuristics
AAAI 2022
Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models
PGM 2022
Scalable Bayesian Network Structure Learning via Maximum Acyclic Subgraph
PGM 2020
Learning Bayesian Networks with Cops and Robbers
PGM 2020
Structure Discovery in Bayesian Networks by Sampling Partial Orders
JMLR 2016
Bayesian Networks for Variable Groups
PGM 2016
Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number
NIPS 2015
Learning Bounded Tree-width Bayesian Networks using Integer Linear Programming
AISTATS 2014
Finding Optimal Bayesian Networks Using Precedence Constraints
JMLR 2013
Exact Learning of Bounded Tree-width Bayesian Networks
AISTATS 2013
Bayesian structure discovery in Bayesian networks with less space
AISTATS 2010