Pre-Grant Publication Number: 20100241596
Interactive visualization for generating ensemble classifiers
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#622Automated Call Classification and Prioritization
Applies to Claims 1
Submitted by: Manny SchecterLast updated: over 2 years ago
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Summary / Description
Summary / DescriptionVoice file e.g. recorded voicemail message, analyzing and classifying system for communication system, has voice analysis component for classifying voice file, and decision component implementing action based on classification of voice file
 
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Type of Prior ArtPrint Publication
 
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MediumBook excerpt
 
Publication Date *June 29, 2007
 
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Voice file e.g. recorded voicemail message, analyzing and classifying system for communication system, has voice analysis component for classifying voice file, and decision component implementing action based on classification of voice file
 
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Claims
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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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