Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Software Guide》 2019-07
Add to Favorite Get Latest Update

Survey on Five Tribes of Machine Learning and the Main Algorithms

LI Xu-ran;DING Xiao-hong;School of Mechanical Engineering,University of Shanghai for Science and Technology;  
Machine learning is a discipline derived from artificial intelligence and statistics,and it has been one of the key research directions in the field of data analysis. This paper introduces the inspiring ideas of different machine learning algorithms in the strategy through their origins,and the realization of five tribes of machine learning and the main algorithms including evaluation function and optimization method. Then applicable fields of each algorithm and both advantages and disadvantages of the algorithm are summarized.Finally this paper points out the latest progresses of each algorithm to overcome its own defects and the future research direction of multi-algorithm fusion.
【CateGory Index】: TP181
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 7 Hits
1 SUN Zhi-jun 1,XUE Lei 1,2,XU Yang-ming 1,2,WANG Zheng 1,2(1.Electronic Engineering Institute,Hefei 230037,China;2.Key Laboratory of Electronic Restriction,Hefei 230037,China);Overview of deep learning[J];计算机应用研究;2012-08
2 WANG Ai-ping,ZHANG Gong-ying,LIU Fang (Ministry of Education Key Lab.of Intelligent Computing & Signal Processing,Anhui University,Hefei 230039,China);Research and Application of EM Algorithm[J];计算机技术与发展;2009-09
3 Dong Lehong Geng Guohua Gao Yuan(College of Information Science and Technology,Northwest University,Xi'an Shaanxi 710069,China);SURVEY OF BOOSTING[J];计算机应用与软件;2006-08
4 YAN You- biao,CHEN Yuan- yan (College of Mathematics & Computer Science,Guangxi Normal University,Guilin Guangxi 541004,China);A Survey on Machine Learning and Its Main Strategy[J];计算机应用研究;2004-07
5 Yu Ling, Wu Tiejun (Institute of Intelligent System and Decision Making, Zhejiang University, Hangzhou 310027);ASSEMBLE LEARNING: A SURVEY OF BOOSTING ALGORITHMS[J];模式识别与人工智能;2004-01
6 WANG Guang-hong, JIANG Ping (Department of Information and Control Engineering,Tongji University, Shanghai 200092, China);Survey of Data Mining[J];同济大学学报(自然科学版);2004-02
7 Ji Genlin (Department of Computer,Nanjing Normal University,Nanjing 210097);SURVEY ON GENETIC ALGORITHM[J];计算机应用与软件;2004-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Dongxia Zhang;Xiaoqing Han;Chunyu Deng;China Electric Power Research Institute;the Department of Electrical Engineering, Taiyuan University of Technology;;Review on the Research and Practice of Deep Learning and Reinforcement Learning in Smart Grids[J];CSEE Journal of Power and Energy Systems;2018-03
2 WANG Hui;ZHAO Yue;LIU Xiao-feng;XU Xiao-na;ZHOU Nan;XU Yan-min;School of Information Engineering,Minzu University of China;;Deep feature learning for tibetan speech recognition[J];东北师大学报(自然科学版);2015-04
3 WANG Kun;LIU Da-mao;Department of Electronic and Information Engineering,Yango College,Fuzhou University;College of Physics and Information Engineering,Fuzhou University;;Intelligent Identification for Tea State Based on Deep Learning[J];重庆理工大学学报(自然科学);2015-12
4 Tan Ping;Xing Yujuan;Yu Chengyang;School of digital media,Lanzhou University of Arts and Science;School of Computer Communication ,Lanzhou University of Technology;;FACE DETECTION WITH CORRELATION BASED ON DEEP LEARNING AND PART MODEL[J];计算机应用与软件;2015-12
5 Li Xiaomin;;Mind Evolution Algorithm Including Genetic Operator[J];数字技术与应用;2015-12
6 YANG Xue-Rong;FAN Li;ZHANG Da-Xi;Department of Space Command,Equipment Academy;School of Aerospace Engineering,Tsinghua University;;Methodology of Parallel Experiment Theory for Effectiveness Evaluation of Weapon Equipment System-of-Systems[J];指挥与控制学报;2015-04
7 SHI Xin;ZHU Yongli;School of Control and Computer Engineering,North China Electric Power University;;Application of Deep Learning Neural Network in Fault Diagnosis of Power Transformer[J];电力建设;2015-12
8 LYU Qiong-shuai;SHAN Dong-hong;SHEN Yuan;Software College,Pingdingshan University;;Software Fault Localization Based on Genetic Neural Network[J];计算机与现代化;2015-11
9 CHEN Zhen;XIA Jing-bo;BAI Jun;XU Min;Institute of Information and Navigation,Air Force Engineering University;;Feature Extraction Algorithm Based on Evolutionary Deep Learning[J];计算机科学;2015-11
10 WANG Dong;School of Management Science and Engineering,Anhui University of Finance & Economics;;The Application of Data Mining in Detecting Frauds in Agricultural Subsidy:Based on Anomaly Detection and Neural Network Models[J];平顶山学院学报;2015-05
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Chen Aibin Xia Limin Zhao Guimin(Information Engineering College,Central South University,Changsha410075);Face Detection Based on Boosting Algorithm[J];计算机工程与应用;2004-03
2 Xia Limin (Information Engineering College , Central South University, Changsha , 410075) ( Laboratory of Artificial, Institute of Automation , Chinese Academy of Sciences , Beijing 100080) Dai Ruwei ( Laboratory of Artificial, Institute of Automation , Chinese Academy of Sciences, Beijing 100080);FAULT TESTING ON ROLLING BEARING BASED ON BOOSTING FUZZY CLASSIFICATION[J];模式识别与人工智能;2003-03
3 WU Fei 1, ZHUANG Yong Zhen 1, and PAN Hong 2 1(Institute of Artificial Intelligence,Zhejiang University, Hangzhou 310027) 2(College of Information Engineering, Hangzhou Teacher's Normal College, Hangzhou 310036);Recognition of Multiple Audio Clip Classes Based on FBM and Ada Boosting[J];计算机研究与发展;2003-07
4 SUN Da-fei 1, CHEN Zhi-guo1, LIU Wen-ju 2 (1. Institute of Computer and Information Engineering, Henan University, Kaifeng 475001, Henan China; 2. National Laboratory of Pattern Recognition Institute of Automation CAS, Beijing 100080, China);Discussion of Maximum Likelihood Parameter Estimation Based On EM Algorithm[J];河南大学学报(自然科学版);2002-04
5 DIAO Li-li, HU Ke-yun, LU Yu-chang, SHI Chun-yi (State Key Laboratory of Intelligent Technology and System, Tsinghua University, Beijing 100084, China) (Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China) E-mail:;Improved Stumps Combined by Boosting for Text Categorization[J];软件学报;2002-08
6 LU Xin, GAO Yang, LI Ning, and CHEN Shi-Fu(State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093);RESEARCH ON A REINFORCEMENT LEARNING ALGORITHM BASED ON NEURAL NETWORK[J];计算机研究与发展;2002-08
7 LIU Xin Yu and HONG Bing Rong (Department of Computer Science and Engineering, Harbin Insititure of Technology, Harbin 150001);A MULTIAGENT DYNAMIC COOPERATING MODEL BASED ON BDI FRAMEWORK AND ITS APPLICATION[J];计算机研究与发展;2002-07
8 HUANG Min, TONG Zhen-sheng (North China Electric Power University, Baoding 071003, China);Research on Distributed Multi-Agent Systems[J];电力情报;2002-01
9 ZHOU Zhi Hua CHEN Shi Fu (National Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093);Neural Network Ensemble[J];计算机学报;2002-01
10 WANG Guo sheng,ZHONG Yi xin (School of Information Engineering,Beijing University of Posts and Telecommunications,Beijing 100876,China);Some New Developments on Support Vector Machine[J];电子学报;2001-10
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved