Multi-Level Cause-Effect Systems

Distinctness of the eigenvalues of a quadratic form in a multivariate sample

M. Okamoto · 1973

Earlier work this paper cites.

Estimating causal effects of treatments in randomized and nonrandomized studies

D. B. Rubin · 1974

Earlier work this paper cites.

Strong completeness and faithfulness in Bayesian networks

C. Meek · 1995

Earlier work this paper cites.

The infinite Gaussian mixture model

C. E. Rasmussen · 1999

Earlier work this paper cites.

Causation, prediction, and search

P. Spirtes, C. N. Glymour, and R. Scheines · 2000

Earlier work this paper cites.

Causal architecture, complexity and self-organization in the time series and cellular automata

C. R. Shalizi · 2001

Earlier work this paper cites.

Computational mechanics: Pattern and prediction, structure and simplicity

C. R. Shalizi and J. P. Crutchfield · 2001

Cited alongside, same era.

Simple model of spiking neurons

E. M. Izhikevich · 2003

Cited alongside, same era.

Blind construction of optimal nonlinear recursive predictors for discrete sequences

C. R. Shalizi and K. L. Shalizi · 2004

Cited alongside, same era.

Causal inference of ambiguous manipulations

P. Spirtes and R. Scheines · 2004

Cited alongside, same era.

Reducing the dimensionality of data with neural networks

G. E. Hinton and R. R. Salakhutdinov · 2006

Cited alongside, same era.

Causality: Models, Reasoning and Inference

J. Pearl · 2009

Cited alongside, same era.

Single-unit responses selective for whole faces in the human amygdala

U. Rutishauser, O. Tudusciuc, D. Neumann, N. Adam, A. Mamelak, C. Heller, I. B. Ross, L. Philpott, W. W. Sutherling, and R. Adolphs · 2011

Later among the works it cites.

Estimating a causal order among groups of variables in linear models

Doris Entner and Patrik O Hoyer · 2012

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Quantifying causal emergence shows that macro can beat micro

E. P. Hoel, L. Albantakis, and G. Tononi · 2013

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RNADE: The real-valued neural autoregressive density-estimator

B. Uria, I. Murray, and H. Larochelle · 2013

Later among the works it cites.

Visual Causal Feature Learning

K. Chalupka, P. Perona, and F. Eberhardt · 2015

Closest in time.

Bayesian networks for variable groups

Original