Search results for "Chemical similarity"

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Adapted Transfer of Distance Measures for Quantitative Structure-Activity Relationships and Data-Driven Selection of Source Datasets

2012

Quantitative structure–activity relationships are regression models relating chemical structure to biological activity. Such models allow to make predictions for toxicologically relevant endpoints, which constitute the target outcomes of experiments. The task is often tackled by instance-based methods, which are all based on the notion of chemical (dis-)similarity. Our starting point is the observation by Raymond and Willett that the two families of chemical distance measures, fingerprint-based and maximum common subgraph-based measures, provide orthogonal information about chemical similarity. This paper presents a novel method for finding suitable combinations of them, called adapted tran…

General Computer Sciencebusiness.industryComputer scienceFingerprint (computing)Chemical similaritycomputer.software_genreMachine learningDistance measuresData-drivenTask (project management)Similarity (network science)Learning curveData miningArtificial intelligencebusinessTransfer of learningcomputerThe Computer Journal
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