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:
Jan. 14, 2020

Filed:

Oct. 06, 2017
Applicant:

Interactive Intelligence Group, Inc., Indianapolis, IN (US);

Inventors:

Zhenhao Ge, Indianapolis, IN (US);

Ananth Nagaraja Iyer, Indianapolis, IN (US);

Srinath Cheluvaraja, Indianapolis, IN (US);

Aravind Ganapathiraju, Hyderabad, IN;

Assignee:

Other;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G10L 17/04 (2013.01); G10L 17/00 (2013.01); G10L 17/18 (2013.01); G10L 15/02 (2006.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G10L 17/005 (2013.01); G10L 17/04 (2013.01); G10L 17/18 (2013.01); G10L 15/02 (2013.01);
Abstract

A method for training a neural network of a neural network based speaker classifier for use in speaker change detection. The method comprises: a) preprocessing input speech data; b) extracting a plurality of feature frames from the preprocessed input speech data; c) normalizing the extracted feature frames of each speaker within the preprocessed input speech data with each speaker's mean and variance; d) concatenating the normalized feature frames to form overlapped longer frames having a frame length and a hop size; e) inputting the overlapped longer frames to the neural network based speaker classifier; and f) training the neural network through forward-backward propagation.


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