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gptkbp:instanceOf
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gptkb:mathematical_concept
gptkb:Metric
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gptkbp:alsoKnownAs
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Wasserstein distance
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gptkbp:complexity
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polynomial time (for finite distributions)
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gptkbp:form
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gptkb:Metric
non-negative
symmetric
satisfies triangle inequality
zero iff distributions are identical
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gptkbp:generalizes
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gptkb:Monge-Kantorovich_problem
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gptkbp:hasApplication
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gptkb:generative_adversarial_networks
natural language processing
histogram comparison
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https://www.w3.org/2000/01/rdf-schema#label
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Earth Mover's Distance
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gptkbp:introduced
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gptkb:Levina_and_Bickel
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gptkbp:measures
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distance between probability distributions
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gptkbp:relatedTo
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gptkb:Kantorovich-Rubinstein_duality
gptkb:Wasserstein_metric
transportation problem
optimal transport problem
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gptkbp:supportsAlgorithm
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gptkb:Hungarian_algorithm
gptkb:network_simplex_algorithm
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gptkbp:usedFor
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domain adaptation
image registration
shape matching
comparing distributions
comparing histograms
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gptkbp:usedIn
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gptkb:machine_learning
gptkb:probability_theory
computer vision
image retrieval
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gptkbp:bfsParent
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gptkb:Wasserstein_GAN_(Arjovsky_et_al.,_2017)
gptkb:t-closeness
gptkb:EMD
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gptkbp:bfsLayer
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6
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