Gaussian process classification: singly versus doubly stochastic models, and new computational schemes

Stochastic Environmental Research and Risk Assessment ◽

10.1007/s00477-011-0498-0 ◽

2011 ◽

Vol 25 (7) ◽

pp. 865-879

Author(s):

Jens Röder ◽

Raimon Tolosana-Delgado ◽

Fred A. Hamprecht

Keyword(s):

Gaussian Process ◽

Stochastic Models ◽

Computational Schemes ◽

Doubly Stochastic ◽

Process Classification

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Scalable Gaussian Process Classification With Additive Noise for Non-Gaussian Likelihoods

IEEE Transactions on Cybernetics ◽

10.1109/tcyb.2020.3043355 ◽

2021 ◽

pp. 1-13

Author(s):

Haitao Liu ◽

Yew-Soon Ong ◽

Ziwei Yu ◽

Jianfei Cai ◽

Xiaobo Shen

Keyword(s):

Gaussian Process ◽

Additive Noise ◽

Non Gaussian ◽

Process Classification

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Action recognition via multi-feature fusion and Gaussian process classification

2009 Workshop on Applications of Computer Vision (WACV) ◽

10.1109/wacv.2009.5403113 ◽

2009 ◽

Author(s):

Liang Wang ◽

Hang Zhou ◽

Sui-Chien Low ◽

Christopher Leckie

Keyword(s):

Gaussian Process ◽

Action Recognition ◽

Feature Fusion ◽

Process Classification

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Classification of Neurodegenerative Diseases Using Gaussian Process Classification with Automatic Feature Determination

2010 First Workshop on Brain Decoding: Pattern Recognition Challenges in Neuroimaging ◽

10.1109/wbd.2010.11 ◽

2010 ◽

Author(s):

Carlton Chu ◽

Peter Bandettini ◽

John Ashburner ◽

Andre Marquand ◽

Stefan Kloeppel

Keyword(s):

Neurodegenerative Diseases ◽

Gaussian Process ◽

Process Classification

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Coastline Extraction on Remote Sensing Image Using Gaussian Process Classification

Proceedings of the 2015 International Conference on Electromechanical Control Technology and Transportation ◽

10.2991/icectt-15.2015.74 ◽

2015 ◽

Author(s):

Xiaochuan Hu ◽

Zihua Qin ◽

Jinhuan Wang ◽

Guoshao Su

Keyword(s):

Remote Sensing ◽

Gaussian Process ◽

Remote Sensing Image ◽

Process Classification

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Efficient Entropy Estimation Based on Doubly Stochastic Models for Quantized Wavelet Image Data

IEEE Transactions on Image Processing ◽

10.1109/tip.2007.891784 ◽

2007 ◽

Vol 16 (4) ◽

pp. 967-981 ◽

Author(s):

Matthew D. Gaubatz ◽

Sheila S. Hemami

Keyword(s):

Stochastic Models ◽

Entropy Estimation ◽

Doubly Stochastic ◽

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Fuzzy Gaussian Process Classification Model

Lecture Notes in Computer Science - Image Analysis and Recognition ◽

10.1007/978-3-642-02611-9_37 ◽

2009 ◽

pp. 369-376 ◽

Author(s):

Eman Ahmed ◽

Neamat El Gayar ◽

Amir F. Atiya ◽

Iman A. El Azab

Keyword(s):

Gaussian Process ◽

Classification Model ◽

Process Classification

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Doubly Stochastic Models for Volcanic Hazard Assessment at Campi Flegrei Caldera

10.1007/978-88-7642-577-6 ◽

2016 ◽

Author(s):

Andrea Bevilacqua

Keyword(s):

Hazard Assessment ◽

Stochastic Models ◽

Volcanic Hazard ◽

Campi Flegrei ◽

Campi Flegrei Caldera ◽

Doubly Stochastic

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Large-Scale Gaussian Process Classification with Flexible Adaptive Histogram Kernels

Computer Vision – ECCV 2012 - Lecture Notes in Computer Science ◽

10.1007/978-3-642-33765-9_7 ◽

2012 ◽

pp. 85-98 ◽

Author(s):

Erik Rodner ◽

Alexander Freytag ◽

Paul Bodesheim ◽

Joachim Denzler

Keyword(s):

Gaussian Process ◽

Large Scale ◽

Process Classification

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Variational Bayesian Inference for Multinomial Dirichlet Gaussian Process Classification Model

Advances in Computer Science and Ubiquitous Computing - Lecture Notes in Electrical Engineering ◽

10.1007/978-981-10-0281-6_117 ◽

2015 ◽

pp. 835-842

Author(s):

Wanhyun Cho ◽

Soonja Kang ◽

Sangkyoon Kim ◽

Soonyoung Park

Keyword(s):

Bayesian Inference ◽

Gaussian Process ◽

Classification Model ◽

Variational Bayesian ◽

Variational Bayesian Inference ◽

Process Classification

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Performance Boundary Identification for the Evaluation of Automated Vehicles using Gaussian Process Classification

2019 IEEE Intelligent Transportation Systems Conference (ITSC) ◽

10.1109/itsc.2019.8917119 ◽

2019 ◽

Author(s):

Felix Batsch ◽

Alireza Daneshkhah ◽

Madeline Cheah ◽

Stratis Kanarachos ◽

Anthony Baxendale

Keyword(s):

Gaussian Process ◽

Automated Vehicles ◽

Boundary Identification ◽

Process Classification

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