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US Patent 10068186 Model vector generation for machine learning algorithms

Patent 10068186 was granted and assigned to SAP SE on September, 2018 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Current Assignee
SAP SE
SAP SE
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
100681860
Patent Inventor Names
Xingtian Shi0
Wen-Syan Li0
Date of Patent
September 4, 2018
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Patent Application Number
146637010
Date Filed
March 20, 2015
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Patent Citations Received
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Patent Primary Examiner
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Alan Chen
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Patent abstract

Techniques are described for forming a machine learning model vector, or just model vector, that represents a weighted combination of machine learning models, each associated with a corresponding feature set and parameterized by corresponding model parameters. A model vector generator generates such a model vector for executing automated machine learning with respect to historical data, including generating the model vector through an iterative selection of values for a feature vector, a weighted model vector, and a parameter vector that comprise the model vector. Accordingly, the various benefits of known and future machine learning algorithms are provided in a fast, effective, and efficient manner, which is highly adaptable to many different types of use cases.

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