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SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION

Abstract: 

The process of spoken language acquisition has been one of the topics which attract the greatest interesting from linguists for decades. By utilizing modern machine learning techniques, we simulated this process on computers, which helps to understand the mystery behind the process, and enable new possibilities of applying this concept on, but not limited to, intelligent robots. This paper proposes a new framework for simulating spoken language acquisition by combining reinforcement learning and unsupervised learning methods. Our experiments also show that the speed of acquiring spoken language can be improved by identifying potential word segments from collected ambient sounds in an unsupervised manner.

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Paper Details

Authors:
Shengzhou Gao, Wenxin Hou, Tomohiro Tanaka, Takahiro Shinozaki
Submitted On:
18 May 2020 - 3:34am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Wenxin Hou
Paper Code:
SPE-L4.1
Document Year:
2020
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Document Files

2020_icassp_slacquisition_edit_hou.pdf

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[1] Shengzhou Gao, Wenxin Hou, Tomohiro Tanaka, Takahiro Shinozaki, "SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION", IEEE SigPort, 2020. [Online]. Available: http://sigport.org/5390. Accessed: Jul. 08, 2020.
@article{5390-20,
url = {http://sigport.org/5390},
author = {Shengzhou Gao; Wenxin Hou; Tomohiro Tanaka; Takahiro Shinozaki },
publisher = {IEEE SigPort},
title = {SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION},
year = {2020} }
TY - EJOUR
T1 - SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION
AU - Shengzhou Gao; Wenxin Hou; Tomohiro Tanaka; Takahiro Shinozaki
PY - 2020
PB - IEEE SigPort
UR - http://sigport.org/5390
ER -
Shengzhou Gao, Wenxin Hou, Tomohiro Tanaka, Takahiro Shinozaki. (2020). SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION. IEEE SigPort. http://sigport.org/5390
Shengzhou Gao, Wenxin Hou, Tomohiro Tanaka, Takahiro Shinozaki, 2020. SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION. Available at: http://sigport.org/5390.
Shengzhou Gao, Wenxin Hou, Tomohiro Tanaka, Takahiro Shinozaki. (2020). "SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION." Web.
1. Shengzhou Gao, Wenxin Hou, Tomohiro Tanaka, Takahiro Shinozaki. SPOKEN LANGUAGE ACQUISITION BASED ON REINFORCEMENT LEARNING AND WORD UNIT SEGMENTATION [Internet]. IEEE SigPort; 2020. Available from : http://sigport.org/5390