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:
Sep. 07, 2021

Filed:

Sep. 08, 2017
Applicants:

Indian Institute of Technology Bombay, Mumbai, IN;

Tata Consultancy Services, Kolkata, IN;

Inventors:

Soma Bandyopadhyay, Kolkata, IN;

Krithivasan Ramamritham, Mumbai, IN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01R 22/10 (2006.01); G06N 5/02 (2006.01); G06F 16/903 (2019.01); G06N 20/00 (2019.01); G06F 3/05 (2006.01);
U.S. Cl.
CPC ...
G06F 16/90348 (2019.01); G01R 22/10 (2013.01); G06N 5/022 (2013.01); G06N 20/00 (2019.01); G06F 3/05 (2013.01);
Abstract

Embodiments herein provide a method for imputing sensor data, in a sensor data sequence with missing data based on the semantics learning, where semantics is defined by the constraints of the sensor data features. A candidate value for imputation is determined based on sensor data of corresponding instances of time instants of the sensor data sequence using learning based on semantics of features of the sensor data sequence with missing data. The nearest neighbors search has been applied in similar response data sequence using the data values corresponding to the time instant of missing data in sensor data sequence. In case similar response data sequence is not available imputation is performed based on the distribution pattern of missing data.


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