Yazar "Koyuturk, Mehmet" için listeleme
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Consensus embedding for multiple networks: Computation and applications
Li, Mengzhen; Coskun, Mustafa; Koyuturk, Mehmet (CAMBRIDGE UNIV PRESS32 AVENUE OF THE AMERICAS, NEW YORK, NY 10013-2473, 2022)Machine learning applications on large-scale network-structured data commonly encode network information in the form of node embeddings. Network embedding algorithms map the nodes into a lowdimensional space such that the ... -
Fast computation of Katz index for efficient processing of link prediction queries
Coskun, Mustafa; aggag, Abdelkader; Koyuturk, Mehmet (SPRINGERVAN GODEWIJCKSTRAAT 30, 3311 GZ DORDRECHT, NETHERLANDS, 2021)Network proximity computations are among the most common operations in various data mining applications, including link prediction and collaborative filtering. A common measure of network proximity is Katz index, which has ... -
Integrated querying and version control of context-specific biological networks
Cowman, Tyler; Coskun, Mustafa; Grama, Ananth; Koyuturk, Mehmet (OXFORD UNIV PRESS, GREAT CLARENDON ST, OXFORD OX2 6DP, ENGLAND, 2020)Motivation: Biomolecular data stored in public databases is increasingly specialized to organisms, context/pathology and tissue type, potentially resulting in significant overhead for analyses. These networks are often ... -
Node similarity-based graph convolution for link prediction in biological networks
Coskun, Mustafa; Koyuturk, Mehmet (OXFORD UNIV PRESSGREAT CLARENDON ST, OXFORD OX2 6DP, ENGLAND, 2021)Background: Link prediction is an important and well-studied problem in network biology. Recently, graph representation learning methods, including Graph Convolutional Network (GCN)-based node embedding have drawn increasing ...
