Learning curves and bootstrap estimates for inference with Gaussian processes: A statistical mechanics study

D�rthe Malzahn; Manfred Opper

doi:10.1002/cplx.10082

Learning curves and bootstrap estimates for inference with Gaussian processes: A statistical mechanics study

Complexity ◽

10.1002/cplx.10082 ◽

2003 ◽

Vol 8 (4) ◽

pp. 57-63 ◽

Cited By ~ 2

Author(s):

D�rthe Malzahn ◽

Manfred Opper

Keyword(s):

Statistical Mechanics ◽

Gaussian Processes ◽

Learning Curves ◽

Bootstrap Estimates

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Approximate learning curves for Gaussian processes

9th International Conference on Artificial Neural Networks: ICANN '99 ◽

10.1049/cp:19991148 ◽

1999 ◽

Cited By ~ 5

Author(s):

P. Sollich

Keyword(s):

Gaussian Processes ◽

Learning Curves

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Persistence exponents of non-Gaussian processes in statistical mechanics

Journal of Physics A General Physics ◽

10.1088/0305-4470/33/10/304 ◽

2000 ◽

Vol 33 (10) ◽

pp. 1993-2013 ◽

Cited By ~ 7

Author(s):

O Deloubrière ◽

H J Hilhorst

Keyword(s):

Statistical Mechanics ◽

Gaussian Processes ◽

Non Gaussian

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Learning Curves for Gaussian Processes via Numerical Cubature Integration

Lecture Notes in Computer Science - Artificial Neural Networks and Machine Learning – ICANN 2011 ◽

10.1007/978-3-642-21735-7_25 ◽

2011 ◽

pp. 201-208 ◽

Cited By ~ 1

Author(s):

Simo Särkkä

Keyword(s):

Gaussian Processes ◽

Learning Curves

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Learning curves for LMS and regular Gaussian processes

IEEE Transactions on Automatic Control ◽

10.1109/9.983358 ◽

2002 ◽

Vol 47 (2) ◽

pp. 284-289

Author(s):

P. Hriljac

Keyword(s):

Gaussian Processes ◽

Learning Curves

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Replica theory for learning curves for Gaussian processes on random graphs

Journal of Physics A Mathematical and Theoretical ◽

10.1088/1751-8113/45/42/425005 ◽

2012 ◽

Vol 45 (42) ◽

pp. 425005 ◽

Cited By ~ 2

Author(s):

M J Urry ◽

P Sollich

Keyword(s):

Random Graphs ◽

Gaussian Processes ◽

Learning Curves

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Learning Curves for Gaussian Processes Models: Fluctuations and Universality

Artificial Neural Networks — ICANN 2001 - Lecture Notes in Computer Science ◽

10.1007/3-540-44668-0_39 ◽

2001 ◽

pp. 271-276 ◽

Cited By ~ 2

Author(s):

Dörthe Malzahn ◽

Manfred Opper

Keyword(s):

Gaussian Processes ◽

Learning Curves

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Statistical Mechanics of Lattice Systems

10.1017/9781316882603 ◽

2017 ◽

Cited By ~ 50

Author(s):

Sacha Friedli ◽

Yvan Velenik

Keyword(s):

Statistical Mechanics ◽

Lattice Systems

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Markov Processes, Gaussian Processes, and Local Times

10.1017/cbo9780511617997 ◽

2006 ◽

Cited By ~ 85

Author(s):

Michael B. Marcus ◽

Jay Rosen

Keyword(s):

Markov Processes ◽

Gaussian Processes ◽

Local Times

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Statistical Mechanics

10.1017/cbo9780511815843 ◽

2006 ◽

Cited By ~ 7

Author(s):

J. Woods Halley

Keyword(s):

Statistical Mechanics

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Statistical Mechanics

10.1017/cbo9780511815836 ◽

2002 ◽

Cited By ~ 54

Author(s):

B. Widom

Keyword(s):

Statistical Mechanics

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