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Titlebook: Individual and Collective Graph Mining; Principles, Algorith Danai Koutra,Christos Faloutsos Book 2018 Springer Nature Switzerland AG 2018

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Danai Koutra,Christos Faloutsose learning. Specifically, we preliminarily construct a cross-modal feature matrix to fuse the original visual and textural features. Then the 2D-convolutional networks are proposed to reason about inner-group relationships among features across modalities, resulting in fine-grained text-image repres
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Danai Koutra,Christos Faloutsoseural Assimilation (NA), a coupled neural network made of two Recurrent Neural Networks trained on forecasting data and observed data respectively. We prove that the solution of NA is the same of KF. As NA is trained on both forecasting and observed data, after the phase of training NA is used for t
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2151-0067 ies (obtained via summarization or other methods) and the network structure to efficiently and effectively learn information about the unknown entities...Collec978-3-031-00783-5978-3-031-01911-1Series ISSN 2151-0067 Series E-ISSN 2151-0075
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Book 2018graph by identifying its important graph structures. We complement summarization with inference, which leverages information about few entities (obtained via summarization or other methods) and the network structure to efficiently and effectively learn information about the unknown entities...Collec
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Information Analysis.Part V: Computational Optimization, Modelling and Simulation; Computational Science in IoT and Smart Systems; Computer Graphics, Image Proc978-3-030-50419-9978-3-030-50420-5Series ISSN 0302-9743 Series E-ISSN 1611-3349
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