Sökning: "Stokastisk interpolation"

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  1. 1. Particle Filter Bridge Interpolation in GANs

    Master-uppsats, KTH/Matematisk statistik

    Författare :Viktor Käll; Erik Piscator; [2021]
    Nyckelord :Generative modeling; Generative adversarial network; Convolutional neural network; Stochastic interpolation; Gaussian process; Gaussian bridge process; Sequential Monte Carlo; Particle filter; Generativ modellering; Generative adversarial network; Neuralt faltningsnätverk; Stokastisk interpolation; Gaussisk process; Gaussisk bryggprocess; Sekventiell Monte Carlo; Partikelfilter;

    Sammanfattning : Generative adversarial networks (GANs), a type of generative modeling framework, has received much attention in the past few years since they were discovered for their capacity to recover complex high-dimensional data distributions. These provide a compressed representation of the data where all but the essential features of a sample is extracted, subsequently inducing a similarity measure on the space of data. LÄS MER