The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Nov. 21, 2006
Filed:
Apr. 03, 2001
Dimitris K Agrafiotis, Downington, PA (US);
Dmitrii N Rassokhin, Exton, PA (US);
Victor S Lobanov, North Brunswick, NJ (US);
Francis R Salemme, Yardley, PA (US);
Dimitris K Agrafiotis, Downington, PA (US);
Dmitrii N Rassokhin, Exton, PA (US);
Victor S Lobanov, North Brunswick, NJ (US);
Francis R Salemme, Yardley, PA (US);
Johnson & Johnson Pharmaceutical Research & Development, L.L.C., Raritan, NJ (US);
Abstract
A method, system, and computer product is presented for mapping a set of patterns into an m-dimensional space so as to preserve relationships that may exist between these patterns. A subset of the input patterns is chosen and mapped into the m-dimensional space using an iterative nonlinear mapping process based on subset refinements. A set of n attributes are determined for each pattern, and one or more neural networks or other supervised machine learning techniques are then trained in accordance with the mapping produced by the iterative process. Additional input patterns not in the subset are mapped into the m-dimensional space by determining their n input attributes and using the neural networks in a feed-forward (prediction) mode.