Causal Bandits without prior knowledge using separating sets

On the likelihood that one unknown probability exceeds another in view of the evidence of two samples

William R Thompson · 1933

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Asymptotically efficient adaptive allocation rules

Tze Leung Lai and Herbert Robbins · 1985

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Causation, Prediction, and Search

Peter Spirtes, Clark Glymour, and Richard Scheines · 2000

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Finite-time analysis of the multiarmed bandit problem

Peter Auer, Nicolo Cesa-Bianchi, and Paul Fischer · 2002

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Learning Bayesian Networks

R.E. Neapolitan · 2004

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Causal protein-signaling networks derived from multiparameter single-cell data

Karen Sachs, Omar Perez, Dana Pe’er, Douglas A Lauffenburger, and Garry P Nolan · 2005

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Causality

Judea Pearl · 2009

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Kullback–Leibler upper confidence bounds for optimal sequential allocation

Olivier Cappé, Aurélien Garivier, Odalric-Ambrym Maillard, Rémi Munos, Gilles Stoltz, et al · 2013

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Constraint-based causal discovery: Conflict resolution with answer set programming

Antti Hyttinen, Frederick Eberhardt, and Matti Järvisalo · 2014

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Causal bandits: Learning good interventions via causal inference

Finnian Lattimore, Tor Lattimore, and Mark D Reid · 2016

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Ancestral causal inference

Sara Magliacane, Tom Claassen, and Joris M. Mooij · 2016

Cited alongside, same era.

Causal inference by using invariant prediction: identification and confidence intervals

Jonas Peters, Peter Bühlmann, and Nicolai Meinshausen · 2016

Cited alongside, same era.

Identifying best interventions through online importance sampling

Domain adaptation by using causal inference to predict invariant conditional distributions

Sara Magliacane, Thijs van Ommen, Tom Claassen, Stephan Bongers, Philip Versteeg, and Joris M Mooij · 2018

Later among the works it cites.

Invariant models for causal transfer learning

Mateo Rojas-Carulla, Bernhard Schölkopf, Richard Turner, and Jonas Peters · 2018

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Causal bandits with propagating inference

Original

Akihiro Yabe, Daisuke Hatano, Hanna Sumita, Shinji Ito, Naonori Kakimura, Takuro Fukunaga, and Ken-Ichi Kawarabayashi · 2018

Later among the works it cites.

Regret analysis of bandit problems with causal background knowledge

Yangyi Lu, Amirhossein Meisami, Ambuj Tewari, and William Yan · 2020

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Joint causal inference from multiple contexts

Joris M. Mooij, Sara Magliacane, and Tom Claassen · 2020

Closest in time.