Submodularity in Batch Active Learning and Survey Problems on Gaussian Random Fields

作者: Yifei Ma , Jeff G. Schneider , Roman Garnett

DOI:

关键词: Submodular set functionComputer scienceCovarianceRandom fieldMathematical optimizationMutual informationGaussian random fieldLaplacian matrixGaussian processGraph (abstract data type)Gaussian

摘要: … In batch active learning applications, an algorithm refines its prediction by … batch active learning problems are discrete Gaussian random fields (GRF) [2, 5], finite-dimensional Gaussian …

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