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Publications Influence

Causation, prediction, and search

- P. Spirtes, C. Glymour, R. Scheines
- Mathematics
- 1993

What assumptions and methods allow us to turn observations into causal knowledge, and how can even incomplete causal knowledge be used in planning and prediction to influence and control our… Expand

3,331 376- PDF

STATISTICS AND CAUSAL INFERENCE

- P. Holland, C. Glymour, C. Granger
- Mathematics
- 1 December 1985

Problems involving causal inference have dogged at the heels of Statistics since its earliest days. Correlation does not imply causation and yet causal conclusions drawn from a carefully designed… Expand

1,246 133

Causation, Prediction, and Search, 2nd Edition

- P. Spirtes, C. Glymour, R. Scheines
- Mathematics
- 2001

What assumptions and methods allow us to turn observations into causal knowledge, and how can even incomplete causal knowledge be used in planning and prediction to influence and control our… Expand

564 79

A theory of causal learning in children: causal maps and Bayes nets.

- A. Gopnik, C. Glymour, D. Sobel, L. Schulz, T. Kushnir, D. Danks
- Psychology, Medicine
- Psychological review
- 2004

The authors outline a cognitive and computational account of causal learning in children. They propose that children use specialized cognitive systems that allow them to recover an accurate "causal… Expand

894 50- PDF

An Algorithm for Fast Recovery of Sparse Causal Graphs

- P. Spirtes, C. Glymour
- Mathematics
- 1 April 1991

TLDR

516 43

Causation, Prediction, and Search, Second Edition

- P. Spirtes, C. Glymour, R. Scheines
- Computer Science
- Adaptive computation and machine learning
- 2000

224 40

The Mind's Arrows: Bayes Nets and Graphical Causal Models in Psychology

- C. Glymour
- Psychology
- 2000

In recent years, small groups of statisticians, computer scientists, and philosophers have developed an account of how partial causal knowledge can be used to compute the effect of actions and how… Expand

327 34

Six problems for causal inference from fMRI

- J. Ramsey, S. Hanson, Catherine Hanson, Y. Halchenko, R. Poldrack, C. Glymour
- Mathematics, Computer Science
- NeuroImage
- 15 January 2010

TLDR

287 23- PDF

Domain Adaptation with Conditional Transferable Components

- M. Gong, K. Zhang, T. Liu, D. Tao, C. Glymour, B. Schölkopf
- Mathematics, Computer Science
- ICML
- 1 June 2016

TLDR

164 18- PDF

Learning the Structure of Linear Latent Variable Models

- R. Silva, R. Scheines, C. Glymour, P. Spirtes
- Computer Science, Mathematics
- J. Mach. Learn. Res.
- 1 December 2006

TLDR

177 18- PDF