Marek J Druzdzel

Probabilistic & Bayesian Methods · 1990–2010

A researcher in the Science corpus: 8 papers; trusts 21 researchers and is trusted by 5 researchers here, as inferred from the citation graph.

Subfields

• Probabilistic & Bayesian Methods — 17 citations into it
• Causal Inference & Discovery — 7 citations into it

Whom Marek J Druzdzel trusts overall

Their strongest outbound trust, strongest first, inferred from their citations.

1. Herbert A. Simon
2. Judea Pearl
3. David E. Heckerman
4. William R. Swartout
5. Peter Spirtes
6. Christopher Meek
7. Thomas Verma
8. David J. Spiegelhalter
9. Glenn Shafer
10. A. P. Dawid

Who trusts Marek J Druzdzel overall

1. Carmen Lacave
2. Kevin B. Korb
3. Urszula Chajewska
4. Khalil Muhammad
5. Dónal Doyle
6. David E. Heckerman
7. Joseph Y. Halpern
8. Francisco Javier Díez
9. Shane T. Mueller
10. Ann E. Nicholson

Papers from Marek J Druzdzel's perspective

Ordered by how strongly the researchers Marek J Druzdzel trusts endorse each paper. Same corpus, a different order for every researcher.

1. Probabilistic reasoning in intelligent systems: Networks of plausible inference
2. Probabilistic reasoning in intelligent systems: Networks of plausible inference
3. Equivalence and Synthesis of Causal Models
4. Causality : Models , Reasoning , and Inference
5. Causal diagrams for empirical research
6. Probabilistic reasoning in intelligent systems - networks of plausible inference
7. Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper
8. Causation, Prediction, and Search
9. Strong completeness and faithfulness in Bayesian networks
10. Bayesian Graphical Models for Discrete Data

Their papers

• Caveats for Causal Reasoning with Equilibrium Models (2001) — 38 citations
• Learning Bayesian network parameters from small data sets: application of Noisy-OR gates (2001) — 327 citations
• Learning Why Things Change: The Difference-Based Causality Learner (2010) — 42 citations
• Explanation in Probabilistic Systems: Is It Feasible? Will It Work? (2001) — 23 citations
• Building Probabilistic Networks: "Where Do the Numbers Come From?" Guest Editors Introduction (2000) — 294 citations
• Qualitative Verbal Explanations in Bayesian Belief Networks (1996)
• Causality in Bayesian Belief Networks (1993)
• Qualtitative propagation and scenario-based scheme for exploiting probabilistic reasoning (1990)