The Bayesian brain: the role of uncertainty in neural coding and computation

Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference

1988 • 17,362 citations

Receptive fields, binocular interaction and functional architecture in the cat's visual cortex

1962 • 13,401 citations

Untitled

1998 • 4,977 citations

Humans integrate visual and haptic information in a statistically optimal fashion

2002 • 4,535 citations

An Internal Model for Sensorimotor Integration

1995 • 3,322 citations

Optimal feedback control as a theory of motor coordination

2002 • 2,869 citations

Signal-dependent noise determines motor planning

1998 • 2,390 citations

Bayesian integration in sensorimotor learning

2004 • 1,928 citations

Neural correlates of decision variables in parietal cortex

1999 • 1,735 citations

The Ventriloquist Effect Results from Near-Optimal Bimodal Integration

2004 • 1,732 citations

Untitled

2000 • 1,477 citations

Hierarchical Bayesian inference in the visual cortex

2003 • 1,476 citations

The statistical reliability of signals in single neurons in cat and monkey visual cortex

1983 • 1,030 citations

Motion illusions as optimal percepts

2002 • 980 citations

Neural computations that underlie decisions about sensory stimuli

2001 • 906 citations

Unsupervised Statistical Learning of Higher-Order Spatial Structures from Visual Scenes

2001 • 770 citations

Integration of Proprioceptive and Visual Position-Information: An Experimentally Supported Model

1999 • 723 citations

Correctness of Belief Propagation in Gaussian Graphical Models of Arbitrary Topology

2001 • 590 citations

Statistical learning of new visual feature combinations by infants

2002 • 578 citations

Neural Engineering: Computation, Representation, and Dynamics in Neurobiological Systems

2004 • 552 citations

Statistical learning of higher-order temporal structure from visual shape sequences.

2002 • 495 citations

Statistical learning of higher-order temporal structure from visual shape sequences.

2002 • 462 citations

Bayesian integration of visual and auditory signals for spatial localization

2003 • 428 citations

I<scp>NFERENCE AND</scp>C<scp>OMPUTATION WITH</scp>P<scp>OPULATION</scp>C<scp>ODES</scp>

2003 • 427 citations

Do humans optimally integrate stereo and texture information for judgments of surface slant?

2003 • 420 citations

Slant from texture and disparity cues: Optimal cue combination

2004 • 414 citations

Sequential ideal-observer analysis of visual discriminations.

1989 • 382 citations

Neural engineering: Computation, representation, and dynamics in neurobiological systems

2003 • 377 citations

Efficient computation and cue integration with noisy population codes

2001 • 354 citations

Optimal integration of texture and motion cues to depth

1999 • 335 citations

Probabilistic Interpretation of Population Codes

1998 • 316 citations

Humans use continuous visual feedback from the hand to control fast reaching movements

2003 • 315 citations

Visual Feedback Control of Hand Movements

2004 • 283 citations

Contributions to the analysis of the sensations.

1897 • 281 citations

Statistical decision theory and the selection of rapid, goal-directed movements

2003 • 280 citations

Bayesian Computation in Recurrent Neural Circuits

2004 • 252 citations

Role of uncertainty in sensorimotor control

2002 • 243 citations

Statistical decision theory and trade-offs in the control of motor response

2003 • 230 citations

Probability density estimation for the interpretation of neural population codes

1996 • 221 citations

Object classification for human and ideal observers

1995 • 170 citations

Computation and Neural Systems

1993 • 165 citations

Using Bayes' Rule to Model Multisensory Enhancement in the Superior Colliculus

2000 • 148 citations

Discrimination of planar surface slant from texture: human and ideal observers compared

1998 • 147 citations

Mixture models and the probabilistic structure of depth cues

2003 • 105 citations

Interaction of visual prior constraints

2001 • 99 citations

A Bayesian approach to the evolution of perceptual and cognitive systems

2003 • 98 citations

Perception of 3D surface orientation from skew symmetry

2001 • 83 citations

The ‘Ideal Homunculus’: Statistical Inference from Neural Population Responses

1993 • 82 citations

A Bayesian approach to the evolution of perceptual and cognitive systems

2003 • 81 citations

Saccadic and perceptual performance in visual search tasks I Contrast detection and discrimination

2003 • 79 citations

Bayesian modeling of cue interaction: bistability in stereoscopic slant perception

2003 • 79 citations

Sensorimotor Integration Compensates for Visual Localization Errors During Smooth Pursuit Eye Movements

2001 • 76 citations

Ideal observer for heading judgments

1996 • 68 citations

Neural Representation of Probabilistic Information

2003 • 45 citations

Optimal computation with attractor networks

2003 • 38 citations

Statistical Models of Visual Shape and Motion

2001 • 35 citations

Two-dimensional constraints on three-dimensional structure from motion tasks

1995 • 34 citations

Statistical models of visual shape and motion

1998 • 23 citations

Combining probabilistic population codes

1997 • 15 citations

An ideal observer with channels versus feature-independent processing of spatial frequency and orientation in visual search performance

2003 • 13 citations

Saccadic and perceptual performance in visual search tasks II Letter discrimination

2003 • 9 citations