Baris Senliol

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When in addition to node contents and labels, relations (links) between nodes and some unlabeled nodes are available, collective classification algorithms can be used. Collective classification algorithms, like ICA (Iterative Classification Algorithm), determine labels for the unlabeled nodes based on the contents and/or labels of the neighboring nodes.(More)
Finding new peptides that can bind to some inorganic materials with high affinity and specificity is an active research problem with many application areas ranging from medicine to electronics. While it is easier to design peptides in-silico, in-vitro testing of binding is a slow and expensive process. Peptides with similar structure usually have similar(More)
Baris Senliol, Zehra Cataltepe, Abdullah Sonmez, Department of Computer Engineering, Istanbul Technical University, Turkey senliol, cataltepe, Goal: evaluate performance of collective classification (CC) (in particular Iterative Classification Algorithm (ICA)) algorithms when content or link noise is present. CC more robust to content(More)
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