A Review of Soft Computing Based on Deep Learning

被引:0
作者
Zhang, Jian [1 ]
Tao, Chongyuan [1 ]
Wang, Pan [1 ]
机构
[1] Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China
来源
2016 2ND INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS - COMPUTING TECHNOLOGY, INTELLIGENT TECHNOLOGY, INDUSTRIAL INFORMATION INTEGRATION (ICIICII) | 2016年
基金
中央高校基本科研业务费专项资金资助; 中国国家自然科学基金;
关键词
soft computing; fuzzy logic; genetic algorithm; deep belief network; convolutional neural network; NEURAL-NETWORKS; SYSTEM;
D O I
10.1109/ICIICII.2016.53
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A review of deep learning based soft computing techniques in several applications is presented. On one hand, soft computing, defined as a group of methodologies, is an important element for constructing a new generation of computational intelligent system and has gained great success in solving practical computing problems. On the other hand, deep learning has become one of the most promising techniques in artificial intelligence in the past decade. Since soft computing is an evolving collection of methodologies, by presenting the latest research results of soft computing based on deep learning, this review not only reveals a promising direction for soft computing by incorporating deep learning, but also gives some suggestions for improving the performance of deep learning with soft computing techniques.
引用
收藏
页码:136 / 144
页数:9
相关论文
共 59 条
  • [1] Aldobhani A. M. S., 2008, LECT NOTES ENG COMPU, V2169, P113
  • [2] [Anonymous], 2014, ARXIV14126564
  • [3] [Anonymous], 2014, ARXIV14043840
  • [4] [Anonymous], 2016, IEEE T FUZZY SYST
  • [5] Chao J, 2011, 2011 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), P1259, DOI 10.1109/IJCNN.2011.6033368
  • [6] Chattopadhyay S., 2006, NLIN0608052 ARXIV
  • [7] Clark C., 2014, TEACHING DEEP CONVOL, P1766
  • [8] Coulom R, 2007, LECT NOTES COMPUT SC, V4630, P72
  • [9] Cybenko G., 1989, Mathematics of Control, Signals, and Systems, V2, P303, DOI 10.1007/BF02551274
  • [10] Dorigo M., 1992, THESIS POLITECNICO M