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Methodology
← Core Methods
Machine Learning
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Core Methods
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Graphical Models
933 directly classified papers
Papers per year
2002: 1
2005: 1
2006: 30
2007: 24
2008: 21
2009: 28
2010: 32
2011: 37
2012: 75
2013: 79
2014: 55
2015: 42
2016: 52
2017: 34
2018: 67
2019: 52
2020: 89
2021: 41
2022: 49
2023: 40
2024: 60
2025: 24
Papers
Estimating Causal Effects with Ancestral Graph Markov Models
PGM 2016
Learning Complex Uncertain States Changes via Asymmetric Hidden Markov Models: an Industrial Case
PGM 2016
An Exact Approach to Learning Probabilistic Relational Model
PGM 2016
Joint Inference for Mode Identification in Tutorial Dialogues
COLING 2016
Exploring Text Links for Coherent Multi-Document Summarization
COLING 2016
The Chordal Graph Polytope for Learning Decomposable Models
PGM 2016
The Effect of Combination Functions on the Complexity of Relational Bayesian Networks
PGM 2016
Identifying the irreducible disjoint factors of a multivariate probability distribution
PGM 2016
Proteins, Particles, and Pseudo-Max-Marginals: A Submodular Approach
ICML 2015
Human Action Segmentation With Hierarchical Supervoxel Consistency
CVPR 2015
Learning Graph Structure for Multi-Label Image Classification via Clique Generation
CVPR 2015
Consistent estimation of dynamic and multi-layer block models
ICML 2015
Learning structured densities via infinite dimensional exponential families
NIPS 2015
Community Detection via Measure Space Embedding
NIPS 2015
Segregated Graphs and Marginals of Chain Graph Models
NIPS 2015
Expectation Particle Belief Propagation
NIPS 2015
Tractable Learning for Complex Probability Queries
NIPS 2015
Minimum Weight Perfect Matching via Blossom Belief Propagation
NIPS 2015
S2: An Efficient Graph Based Active Learning Algorithm with Application to Nonparametric Classification
COLT 2015
Paired-Dual Learning for Fast Training of Latent Variable Hinge-Loss MRFs
ICML 2015
Vector-Space Markov Random Fields via Exponential Families
ICML 2015
Improving Sybil Detection via Graph Pruning and Regularization Techniques
ACML 2015
Curriculum Learning of Bayesian Network Structures
ACML 2015
Parallel Recursive Best-First AND/OR Search for Exact MAP Inference in Graphical Models
NIPS 2015
The Stitched Puppet: A Graphical Model of 3D Human Shape and Pose
CVPR 2015
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