Fuzzy clustering in drug design: Application to cocaine abuse
Document Type
Conference Proceeding
Publication Date
1-1-2004
Abstract
This paper describes a fuzzy clustering methodology for selecting representative clusters for conformational analysis. A novel feature extraction procedure based on the structural properties of the molecule is presented. A composite feature vector is developed and the practical applicability of two fuzzy relational clustering techniques, NERF c-means and FRC, is demonstrated. Several cluster validity measures are applied and are shown to provide reliable information about the validity of the partitions produced by the clustering techniques.
Identifier
4544252685 (Scopus)
Publication Title
Annual Conference of the North American Fuzzy Information Processing Society NAFIPS
External Full Text Location
https://doi.org/10.1109/nafips.2004.1336297
First Page
308
Last Page
313
Volume
1
Recommended Citation
Banerjee, Amit; Venanzi, Carol A.; Misra, Milind; and Davé, Rajesh N., "Fuzzy clustering in drug design: Application to cocaine abuse" (2004). Faculty Publications. 20577.
https://digitalcommons.njit.edu/fac_pubs/20577
