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. 17, 2020

Filed:

Oct. 26, 2017
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Shi Jing Guo, Beijing, CN;

Xiang Li, Beijing, CN;

Hai Feng Liu, Beijing, CN;

Jing Mei, Beijing, CN;

Zhi Qiao, Beijing, CN;

Guo Tong Xie, Xi Er Qi, CN;

Shi Wan Zhao, Beijing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/22 (2006.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06F 11/263 (2006.01);
U.S. Cl.
CPC ...
G06F 11/2263 (2013.01); G06F 11/263 (2013.01); G06N 3/0445 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01);
Abstract

A method and system of imputing corrupted sequential data is provided. A plurality of input data vectors of a sequential data is received. For each input data vector of the sequential data, the input data vector is corrupted. The corrupted input data vector is mapped to a staging hidden layer to create a staging vector. The input data vector is reconstructed based on the staging vector, to provide an output data vector. adjusted parameter of the staging hidden layer is iteratively trained until it is within a predetermined tolerance of a loss function. A next input data vector of the sequential data is predicted based on the staging vector. The predicted next input data vector is stored.


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