Patent
Method, system, and computer program product for representing object relationships in a multidimensional space
Dimitris K. Agrafiotis,Dmitrii N. Rassokhin,Victor S. Lobanov,Francis R Salemme +3 more
- 03 Apr 2001
70
TL;DR: In this article, 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.
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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.
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Citations
Patent
Hierarchical data-driven search and navigation system and method for information retrieval
Adam J. Ferrari,David J. Gourley,Keith A. Johnson,Frederick C. Knabe,Vinay B. Mohta,Daniel Tunkelang,John S. Walter +6 more
- 09 Aug 2002
TL;DR: In this paper, a data-driven, hierarchical information search and navigation system and method was proposed to enable searching and navigation of sets of documents or other materials by certain common attributes that characterize the materials.
258
Patent
Topical sentiments in electronically stored communications
Kamal Nigam,Matthew Hurst +1 more
- 30 Sep 2005
TL;DR: In this paper, the authors present methods for performing topical sentiment analysis on electronically stored communications employing fusion of polarity and topicality, and also provide methods for utilizing shallow NLP techniques to determine the polarity of an expression.
216
Patent
System and method for manipulating content in a hierarchical data-driven search and navigation system
Adam J. Ferrari,David J. Gourley,Keith A. Johnson,Frederick C. Knabe,Vinay B. Mohta,Daniel Tunkelang,John S. Walter,Andrew Lau +7 more
- 07 Oct 2003
TL;DR: In this paper, a data-driven, hierarchical information search and navigation system and method enable searching and navigation of sets of materials by certain common attributes that characterize the materials and provide a rules engine providing for manipulation of the content displayed to the user based on the query entered by the user.
184
Patent
Method and system for information retrieval with clustering
Vladimir Zelevinsky,Daniel Tunkelang,Frederick C. Knabe,Michael Y Saji,Velin Krassimirov Tzanov +4 more
- 30 Nov 2007
TL;DR: In this article, a collection of materials is selected from the collection and relevant properties associated with the subset of materials are clustered into property clusters, each property cluster generally contains properties that are more similar to each other than to properties in different property clusters.
143
Patent
Hierarchical data-driven navigation system and method for information retrieval
Adam J. Ferrari,David J. Gourley,Keith A. Johnson,Frederick C. Knabe,Daniel Tunkelang,John S. Walter +5 more
- 31 Oct 2007
TL;DR: In this article, a data-driven, hierarchical information navigation system and method enable search of sets of documents or other materials by certain common attributes that characterize the materials, and users are able to search or browse a particular collection of documents by selecting desired values for the attributes.
128
References
•Book
Pattern Recognition with Fuzzy Objective Function Algorithms
James C. Bezdek
- 31 Jul 1981
TL;DR: Books, as a source that may involve the facts, opinion, literature, religion, and many others are the great friends to join with, becomes what you need to get.
17.9K
Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings
TL;DR: Experimental and computational approaches to estimate solubility and permeability in discovery and development settings are described in this article, where the rule of 5 is used to predict poor absorption or permeability when there are more than 5 H-bond donors, 10 Hbond acceptors, and the calculated Log P (CLogP) is greater than 5 (or MlogP > 415).
16.8K
•Book
Self-Organizing Maps
Teuvo Kohonen
- 01 Jan 1995
TL;DR: The Self-Organising Map (SOM) algorithm was introduced by the author in 1981 as mentioned in this paper, and many applications form one of the major approaches to the contemporary artificial neural networks field, and new technologies have already been based on it.
13.1K
Adaptive Control Processes: A Guided Tour
Richard Bellman
- 01 Jan 1962
TL;DR: Adaptive Control Processes: A Guided Tour as mentioned in this paper is a guidebook for guided tours of control processes, with a focus on adaptive control processes, and a description of the tour.
2.9K