Browsing by Author "Coskun, Mustafa"
Now showing items 1-6 of 6
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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 ... -
Intrinsic graph topological correlation for graph convolutional network propagation
Coskun, Mustafa (ELSEVIER, 2022)Recently, Graph Convolutional Networks (GCNs) and their variants become popular to learn graph-related tasks. These tasks include link prediction, node classification, and node embedding, among many others. In the node ... -
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 ... -
OFFER : Referees Suggester for the Journal Editors
Coskun, Mustafa; Hacilar, Hilal; Gezer, Cengiz; Gungor, Vehbi Cagri (IEEE, 345 E 47TH ST, NEW YORK, NY 10017 USA, 2019)Assigning appropriate referees to a journal or conference paper is a vital task for many reasons, including enhancing the journal venue quality and reliance, fair judgement of the papers, and among many others. While ...
