Pre-Grant Publication Number: 20100241596
Interactive visualization for generating ensemble classifiers
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#705METHOD AND SYSTEM FOR MESHING HUMAN AND COMPUTER COMPETENCIES FOR OBJECT CATEGORIZATION
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Submitted by: Manny SchecterLast updated: over 2 years ago
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Summary / Description
Summary / DescriptionMethod for visual object categorization involves categorizing images based on passive human brain responses and computerized vision-based processing data
 
Basic Information
Type of Prior ArtIssued Patents - US
 
CountryUnited States of America
 
Patent/Application #US29137924A1
 
Kind CodeUnited States (US) - Patent Appl. Publ. within the ... - A1
 
Patentee NameMicrosoft
 
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Filing DateAugust 27, 2007
 
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NotesPrior art by same inventor(s)
 
Excerpt
Excerpt
Method for visual object categorization involves categorizing images based on passive human brain responses and computerized vision-based processing data
 
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Claims
1
A method implemented on a computing device for generating an ensemble classifier, comprising:using the computing device to perform the following:input a plurality of previously-trained component classifiers;defining a weight for each of the component classifiers, where the weight determines an amount of influence a component classifier associated with the weight has on a linear combination of the multiple component classifiers;defining the ensemble classifier as a weighted combination of the component classifiers;displaying to a user a real-time visual feedback user interface containing visual information that represents properties of the component classifiers and the ensemble classifier;allowing the user to use the real-time visual feedback user interface to partition an original problem space into a plurality of sub-problems;allowing the user to interactively define different weights on the component classifiers for the original problem space and each of the sub-problems; anddisplaying an effect that defining different weights has on an overall accuracy of the ensemble classifier in real time on the real-time visual feedback user interface.
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