A Novel Approach of Emotion Recognition based on Selective Ensemble

被引：0

作者：

Zhu, Zhenguo ^{[1
]}

He, Kun ^{[2
]}

机构：

[1] Chongqing Jiaotong Univ, Sch Comp & Informat, Chongqing 400074, Peoples R China

[2] Chongqing Univ Posts & Telecommun, Inst Comp Sci & Technol, Chongqing 400065, Peoples R China

来源：

2008 3RD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM AND KNOWLEDGE ENGINEERING, VOLS 1 AND 2 | 2008年

关键词：

Affective computing; emotion recognition; support vector machine; ensemble learning; selective ensemble;

D O I：

10.1109/ISKE.2008.4731019

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Emotion recognition is an important module in affective computing. It is usually studied based on facial and audio information with methodologies such as ANN, fuzzy set, SVM, HMM, etc. In this paper, a novel approach based on selective ensemble is proposed for emotion recognition. Simulation experiments prove that the proposed method has better performance than the method of single classifier, even better than bagging. In the end, further research works is discussed.

引用

页码：695 / +

页数：2

共 50 条

[31] Ensemble of SVM Trees for Multimodal Emotion Recognition
Rozgic, Viktor
Ananthakrishnan, Sankaranarayanan
Saleem, Shirin
Kumar, Rohit
Prasad, Rohit
2012 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC), 2012,
[32] A novel PSO-ViT approach for facial emotion recognition
Fliss, Imtiez
Zemzem, Wiem
COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, 2024, 11 (07):
[33] An Emotion Recognition Method Based on Selective Gated Recurrent Unit
Yang, Qidong
Zhou, Jian
Cheng, Chunlin
Wei, Xianwei
Chu, Shujie
PROCEEDINGS OF THE 2018 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATICS AND COMPUTING (PIC), 2018, : 33 - 37
[34] An Efficient Gait Recognition Based on a Selective Neural Network Ensemble
Lee, Heesung
Hong, Sungjun
Kim, Euntai
INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2008, 18 (04) : 237 - 241
[35] Speech emotion recognition algorithm based on the selective attention mechanism
2016, Science Press (41):
[36] A novel feature for emotion recognition in voice based applications
Maganti, Hari Krishna
Scherer, Stefan
Palm, Guenther
AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION, PROCEEDINGS, 2007, 4738 : 710 - 711
[37] A DCRNN-based ensemble classifier for speech emotion recognition in Odia language
Monorama Swain
Bubai Maji
P. Kabisatpathy
Aurobinda Routray
Complex & Intelligent Systems, 2022, 8 : 4237 - 4249
[38] Multi-language: ensemble learning-based speech emotion recognition
Sruthi, Anumula
Kumar, Anumula Kalyan
Dasari, Kishore
Sivaramaiah, Yenugu
Divya, Garikapati
Kumar, Gunupudi Sai Chaitanya
INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS, 2024, 19 (3) : 453 - 467
[39] EEG-based emotion recognition using modified covariance and ensemble classifiers
Subasi A.
Mian Qaisar S.
Journal of Ambient Intelligence and Humanized Computing, 2024, 15 (01) : 575 - 591
[40] Neural network-based blended ensemble learning for speech emotion recognition
Bhanusree Yalamanchili
Srinivas Kumar Samayamantula
Koteswara Rao Anne
Multidimensional Systems and Signal Processing, 2022, 33 : 1323 - 1348

← 1 2 3 4 5 →