Browsing Bergen Open Research Archive by Author "Gillot, Pierre"

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Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models

Gillot, Pierre; Parviainen, Pekka (Journal article; Peer reviewed, 2022)

Score-based structure learning in Bayesian networks, where local structures in the graph are given a score and one seeks to recover a high-scoring DAG from data, is an NP-hard problem. While the general learning problem ...
Scalable Learning of Bayesian Networks Using Feedback Arc Set-Based Heuristics

Gillot, Pierre (Doctoral thesis, 2023-11-10)

Bayesianske nettverk er en viktig klasse av probabilistiske grafiske modeller. De består av en struktur (en rettet asyklisk graf) som beskriver betingede uavhengighet mellom stokastiske variabler og deres parametere (lokale ...