Speech gestural interpretation by applying word representations in robotics

被引:13
作者
Almagro, Mario [1 ]
Fresno, Victor [1 ]
de la Paz, Felix [2 ]
机构
[1] Univ Nacl Educ Distancia, Dept Languages & Informat Syst, Calle Juan del Rosal 16, E-28040 Madrid, Spain
[2] UNED, Dept Artificial Intelligence, Madrid, Spain
关键词
Human-robot interaction; co-verbal gesture; gestural annotation; word representation; robotic speech; CONTEXT; INFORMATION; SIMILARITY;
D O I
10.3233/ICA-180585
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human-Robot Interaction (HRI) is a growing area of interest in Artificial Intelligence that aims to make interaction with robots more natural. In this sense, numerous research studies on verbal and visual interactions with robots have appeared. The present paper will focus on non-verbal communication and, more specifically, gestures related to speech, which is an open question. With the aim of developing this part of Human-Robot Interaction or HRI, a new architecture is proposed for the assignment of gestures to speech based on the analysis of semantic similarities. In this way, gestures will be intelligently selected using Natural Language Processing (NLP) techniques. The conditions for gesture selection will be determined from an assessment of the effectiveness of different language models in a lexical substitution task applied to gesture annotation. On the basis of this analysis, the aim is to compare models based on expert knowledge and statistical models generated from lexical learning.
引用
收藏
页码:97 / 109
页数:13
相关论文
共 51 条
[1]   Smart Gesture Selection with Word Embeddings Applied to NAO Robot [J].
Almagro-Cadiz, Mario ;
Fresno, Victor ;
de la Paz Lopez, Felix .
BIOMEDICAL APPLICATIONS BASED ON NATURAL AND ARTIFICIAL COMPUTING, PT II, 2017, 10338 :167-179
[2]  
Anh L.Q., 2012, Proceedings of the 9th international conference on Gesture and Sign Language in Human-Computer Interaction and Embodied Communication, P228
[3]  
[Anonymous], 1998, WORDNET ELECT LEXICA, DOI DOI 10.7551/MITPRESS/7287.001.0001
[4]  
[Anonymous], 1997, P 10 RES COMPUTATION
[5]  
[Anonymous], 2012, LREC2012
[6]  
Banerjee S., 2003, P 18 INT JOINT C ART, P805
[7]  
Bergmann Kirsten, 2009, Proceedings of the 8th international conference on autonomous agents and multiagent systems, V1, P361
[8]  
Bollegala D, 2016, AAAI CONF ARTIF INTE, P2690
[9]  
Cassell J, 2001, COMP GRAPH, P477, DOI 10.1145/383259.383315
[10]  
Chung-Cheng Chiu, 2011, Intelligent Virtual Agents. Proceedings 11th International Conference, IVA 2011, P127, DOI 10.1007/978-3-642-23974-8_14