Parameter Priors for Directed Acyclic Graphical Models and the Characterization of Several Probability Distributions

5 May 2021

Papers citing "Parameter Priors for Directed Acyclic Graphical Models and the Characterization of Several Probability Distributions"

13 / 13 papers shown

Title
Covariate Dependent Mixture of Bayesian Networks Román Marchant Dario Draca Gilad Francis Sahand Assadzadeh Mathew Varidel Frank Iorfino Sally Cripps CML 50 0 0 10 Jan 2025
A Bayesian Take on Gaussian Process Networks Enrico Giudice Jack Kuipers G. Moffa GP 23 3 0 20 Jun 2023
Causality-Aided Trade-off Analysis for Machine Learning Fairness Zhenlan Ji Pingchuan Ma Shuai Wang Yanhui Li FaML 24 7 0 22 May 2023
Bayesian Causal Inference in Doubly Gaussian DAG-probit Models R. Tahmasbi Keyvan Tahmasbi 11 0 0 12 Apr 2023
BaCaDI: Bayesian Causal Discovery with Unknown Interventions Alexander Hagele Jonas Rothfuss Lars Lorch Vignesh Ram Somnath Bernhard Schölkopf Andreas Krause CML BDL 31 19 0 03 Jun 2022
Order-based Structure Learning without Score Equivalence Hyunwoong Chang James Cai Quan Zhou CML OffRL 19 3 0 10 Feb 2022
Structure learning in polynomial time: Greedy algorithms, Bregman information, and exponential families Goutham Rajendran Bohdan Kivva Ming Gao Bryon Aragam 21 17 0 10 Oct 2021
A survey of Bayesian Network structure learning N. K. Kitson Anthony C. Constantinou Zhi-gao Guo Yang Liu Kiattikun Chobtham CML 24 181 0 23 Sep 2021
Variational Causal Networks: Approximate Bayesian Inference over Causal Structures Yashas Annadani Jonas Rothfuss Alexandre Lacoste Nino Scherrer Anirudh Goyal Yoshua Bengio Stefan Bauer BDL CML 11 48 0 14 Jun 2021
Towards Scalable Bayesian Learning of Causal DAGs Jussi Viinikka Antti Hyttinen J. Pensar Mikko Koivisto CML 25 34 0 30 Sep 2020
Efficient Sampling and Structure Learning of Bayesian Networks Jack Kuipers Polina Suter G. Moffa TPM CML 21 69 0 21 Mar 2018
A closed-form approach to Bayesian inference in tree-structured graphical models L. Schwaller Stephane S. Robin M. Stumpf TPM 24 10 0 10 Apr 2015
A Transformational Characterization of Equivalent Bayesian Network Structures D. M. Chickering 151 416 0 20 Feb 2013