# Bayesian approaches to brain function

## Papers overview

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Review

2014

Review

2014

- Neuroscience & Biobehavioral Reviews
- 2014

Phantom perceptions arise almost universally in people who sustain sensory deafferentation, and in multiple sensory domains. Theâ€¦Â (More)

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2011

Highly Cited

2011

- The Behavioral and brain sciences
- 2011

The prominence of Bayesian modeling of cognition has increased recently largely because of mathematical advances in specifyingâ€¦Â (More)

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Review

2010

Review

2010

- IEEE Pulse
- 2010

As stated in the preface, "This book is based on lectures given at the First Okinawa Computational Neuroscience Course, held inâ€¦Â (More)

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2008

Highly Cited

2008

- Classic Works of the Dempster-Shafer Theory ofâ€¦
- 2008

Procedures of statistical inference are described which generalize Bayesian inference in specific ways. Probability is used inâ€¦Â (More)

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2004

Highly Cited

2004

- 2004

Even to the initiated, statistical calculations based on Bayes's Theorem can be daunting because of the numerical integrationsâ€¦Â (More)

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2003

Highly Cited

2003

- 2003

The Bayesian framework for machine learning allows for the incorporation of prior knowledge in a coherent way, avoids overfittingâ€¦Â (More)

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2002

Highly Cited

2002

- 2002

We propose a methodology to sample sequentially from a sequence of probability distributions that are defined on a common spaceâ€¦Â (More)

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2002

Highly Cited

2002

- 2002

â€”Only recently has Bayesian inference of phylogeny been proposed. The method is now a practical alternative to the other methodsâ€¦Â (More)

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2001

Highly Cited

2001

- 2001

One of the major obstacles to using Bayesian methods for pattern recognition has been its computational expense. This thesisâ€¦Â (More)

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1999

Highly Cited

1999

- NIPS
- 1999

We consider the problem of learning a grid-based map using a robot with noisy sensors and actuators. We compare two approachesâ€¦Â (More)

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