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Generative Adversarial Networks for Modeling Bio-Electric Fields in Medicine: A Review of EEG, ECG, EMG, and EOG Applications. [PDF]
Liang J +6 more
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Structured Expert Elicitation of Dependence Between River Tributaries Using Nonparametric Bayesian Networks. [PDF]
Rongen G +3 more
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Hidden Conditional Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2007We present a discriminative latent variable model for classification problems in structured domains where inputs can be represented by a graph of local observations. A hidden-state Conditional Random Field framework learns a set of latent variables conditioned on local features. Observations need not be independent and may overlap in space and time.
Ariadna, Quattoni +4 more
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Efficient robust conditional random fields
IEEE Transactions on Image Processing, 2015Conditional random fields (CRFs) are a flexible yet powerful probabilistic approach and have shown advantages for popular applications in various areas, including text analysis, bioinformatics, and computer vision. Traditional CRF models, however, are incapable of selecting relevant features as well as suppressing noise from noisy original features ...
Dongjin, Song +4 more
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Kernel conditional random fields
Twenty-first international conference on Machine learning - ICML '04, 2004Kernel conditional random fields (KCRFs) are introduced as a framework for discriminative modeling of graph-structured data. A representer theorem for conditional graphical models is given which shows how kernel conditional random fields arise from risk minimization procedures defined using Mercer kernels on labeled graphs.
John Lafferty, Xiaojin Zhu, Yan Liu
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Conditioned Simulations of Random Velocity Fields
Mathematical Geosciences, 2008zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Geraets, David +2 more
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