Title :
A Visual Analytics Model Applied to Lead Generation Library Design in Drug Discovery
Author :
Konecni, Shawn ; Zhou, Jianping ; Grinstein, Georges
Author_Institution :
Univ. of Massachusetts Lowell, Lowell, MA, USA
Abstract :
Lead generation library design is an iterative process of selecting compounds that would make ideal drug candidates. We propose a visual analytics model for effective evaluation of various compound selection strategies. This model incorporates a clustering strategy and a set of evaluation metrics for understanding the current state of knowledge to enable decision making and process customization between iterations.
Keywords :
data visualisation; decision making; drugs; pattern clustering; pharmaceutical industry; clustering strategy; compound selection; decision making; drug discovery; evaluation metrics; lead generation library design; process customization; visual analytics model; Banking; Clustering algorithms; Cybernetics; Data visualization; Delta modulation; Drugs; Libraries; Machine learning algorithms; Multidimensional systems; Visual analytics;
Conference_Titel :
Information Visualisation, 2009 13th International Conference
Conference_Location :
Barcelona
Print_ISBN :
978-0-7695-3733-7