Titlebook: Machine Learning and Knowledge Discovery in Databases, Part II; European Conference, Dimitrios Gunopulos,Thomas Hofmann,Michalis Vazirg Con

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PTMSearch: A Greedy Tree Traversal Algorithm for Finding Protein Post-Translational Modifications in the life sciences. The analysis of post-translational modifications (PTMs) is a major source of complications in this area, which calls for efficient computational approaches. In this paper we describe PTMSearch, a novel algorithm in which the PTM search space is represented by a tree structure, an

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Smooth Receiver Operating Characteristics (,) Curves information, often produced by these models, is utilized by an evaluation measure. The ROC curve represents a visualization of the ranking performance of classifiers. However, they ignore the scores which can be quite informative. While this ignored information is less precise than that given by pr

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Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithmshods combine weak signals to derive stronger ones, and have been extensively used for anomaly detection and classification in numerous settings (e.g., accounting fraud, cyber-security, calling-card fraud)..The focus of this paper is to compare and contrast several very successful, . methods: ., Semi

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Online Clustering of High-Dimensional Trajectories under Concept Driftcompanies. An important question is the learning of models upon . (patients, customers) rather than the transactions, especially when these models are subjected to drift..We address this problem by combining advances of online clustering on multivariate data with the trajectory mining paradigm. We m

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