Scheduling predictive models for machine learning systems

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United States of America Patent

PATENT NO 9794145
APP PUB NO 20160028599A1
SERIAL NO

14591079

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Abstract

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In one embodiment, a device in a network monitors performance data for a first predictive model. The first predictive model is used to make proactive decisions in the network. The device maintains a supervisory model based on the monitored performance data for the first predictive model. The device identifies a time period during which the supervisory model predicts that the first predictive model will perform poorly. The device causes a switchover from the first predictive model to a second predictive model at a point in time associated with the time period, in response to identifying the time period.

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Patent Owner(s)

Patent OwnerAddressTotal Patents
CISCO TECHNOLOGY, INC.SAN JOSE, CA14366

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Cited Art Landscape

Patent Info (Count) # Cites Year
 
INTERNATIONAL BUSINESS MACHINES CORPORATION (1)
7081823 System and method of predicting future behavior of a battery of end-to-end probes to anticipate and prevent computer network performance degradation 11 2003
 
BRITISH TELECOMMUNICATIONS PUBLIC LIMITED COMPANY (1)
* 2015/0295,856 SESSION ADMISSION IN A COMMUNICATIONS NETWORK 4 2013
 
Sigma Dynamics, Inc. (1)
* 7519566 Method and apparatus for automatically and continuously updating prediction models in real time based on data mining 10 2004
 
EXTREME NETWORKS, INC. (1)
* 6973622 System and method for design, tracking, measurement, prediction and optimization of data communication networks 261 2000
 
MICROSOFT TECHNOLOGY LICENSING, LLC (3)
* 2003/0225,775 Parallel predictive compression and access of a sequential list of executable instructions 1 2002
* 8706651 Building and using predictive models of current and future surprises 2 2009
* 2014/0304,211 BUILDING AND USING PREDICTIVE MODELS OF CURRENT AND FUTURE SURPRISES 4 2014
 
HARTFORD FIRE INSURANCE COMPANY (1)
* 7945497 System and method for utilizing interrelated computerized predictive models 14 2007
 
VPISYSTEMS, INC (1)
2012/0303,413 METHODS AND SYSTEMS FOR NETWORK TRAFFIC FORECAST AND ANALYSIS 13 2012
 
AMEDESA, LTD (1)
* 2011/0246,406 METHOD AND SYSTEM FOR CREATING A PREDICTIVE MODEL FOR TARGETING WEB-PAGE TO A SURFER 32 2011
 
GOOGLE TECHNOLOGY HOLDINGS LLC (3)
* 8554703 Anomaly detection 6 2011
* 8370280 Combining predictive models in predictive analytical modeling 16 2011
* 8868472 Confidence scoring in predictive modeling 3 2011
* Cited By Examiner

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