The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Mar. 03, 2020

Filed:

Nov. 30, 2017
Applicant:

Verizon Patent and Licensing Inc., Arlington, VA (US);

Inventors:

Bjorn Olof Erland Kalderen, South Orange, NJ (US);

Haim S. Ner, Fair Lawn, NJ (US);

Said Soulhi, Boston, MA (US);

Assignee:

Verizon Patent and Licensing Inc., Basking Ridge, NJ (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04W 72/12 (2009.01); H04B 7/08 (2006.01); H04L 1/00 (2006.01); H04L 12/24 (2006.01); H04Q 3/00 (2006.01); H04L 12/26 (2006.01); H04L 12/801 (2013.01);
U.S. Cl.
CPC ...
H04W 72/1231 (2013.01); H04B 7/0842 (2013.01); H04L 1/0009 (2013.01); H04L 41/083 (2013.01); H04L 41/147 (2013.01); H04L 41/5012 (2013.01); H04L 43/0888 (2013.01); H04L 47/127 (2013.01); H04Q 3/0062 (2013.01); H04Q 2213/13526 (2013.01);
Abstract

A network device predicts end-to-end channel capacity entropy to permit use of optimal throughput settings in a network. The network device stores class definitions for a network condition; identifies multiple input features to correlate with the class definitions; generates a multiclass classification model that produces an importance score for each of the multiple input features, wherein the importance score reflects the contribution of an input feature to the network condition; selects two or more of the multiple input features with highest importance scores as influential features; predicts the behavior of the influential features to identify a current class, from the class definitions, for the network condition over an end-to-end communication channel; and sends an estimated network condition, based on the current class, to a device for traffic optimization.


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