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.
Patent No.:
Date of Patent:
Aug. 24, 2021
Filed:
Nov. 21, 2017
International Business Machines Corporation, Armonk, NY (US);
Wei Shan Dong, Beijing, CN;
Peng Gao, Beijing, CN;
Chang Sheng Li, Beijing, CN;
Chun Yang Ma, Beijing, CN;
Kai AD Yang, Beijing, CN;
Ren Jie Yao, Beijing, CN;
Ting Yuan, Beijing, CN;
Jun Zhu, Shanghai, CN;
International Business Machines Corporation, Armonk, NY (US);
Abstract
Systems and methods for training a neural network model are disclosed. In the method, training data is obtained by a deep neural network (DNN) first, the deep neural network comprising at least one hidden layer. Then features of the training data are obtained from a specified hidden layer of the at least one hidden layer, the specified hidden layer being connected respectively to a supervised classification network for classification tasks and an autoencoder based reconstruction network for reconstruction tasks. And at last the DNN, the supervised classification network and the reconstruction network are trained as a whole based on the obtained features, the training being guided by the classification tasks and the reconstruction tasks.