第1期 Classification and recognition of image/non-image data besed on multinomial logistic regression with nonlinear dimensionality reduction ·93· classification[J].IEEE Transactions on Systems,Man, QIN Shi-yin,received his Bachelor and Cybernetics-Part B:Cyberetics,2005,35 (6): Degree and Master's Degree for Engineer- 1098-1107. ing Science in Automatic Controls and In- [13]LI Hongyu,CHEN Wenbin,SHEN Ifan.Supervised local dustrial Systems Engineering from Lanzhou tangent space alignment for classification[C]//Proceedings Jiaotong University in 1978 and 1984 re- of the Nineteenth Interational Joint Conference on Artifi- spectively,and his PhD Degree in Indus- cial Intelligence.Edinburgh,Scotland,2005:1620-1621. trial Control Engineering and Intelligent Automation from Zhe- [14]ROSS D A,LIM J,LIN R S,et al.Incremental leaming jiang University in 1990.He is now a professor at the School of for robust visual tracking J].Intemational Joumal of Automation Science and Electrical Engineering in Beihang Uni- Computer Vision,2008,77(1):125-141. versity(Beijing University of Aeronautics and Astronautics).He [15]BENGIO Y,PAIEMENT J-F,VINCENT P,et al.Out-of- is a standing member of the council and the secretary-general of sample extensions for LIE,Isomap,MDS,eigenmaps, the Chinese Association for Artificial Intelligence (CAAI),and and spectral clustering[J].Advances in Neural Informa- the vice-chairman of the Society of Intelligent Control and Intelli- tion Processing Systems,2004(16):177-184. gent Management in CAAI,and is also a member of the Commit- [16]HO T K.Nearest neighbors in random subspaces[J]. tee of Intelligent Automation of the Chinese Association of Auto- LNCS:Advances in Pattern Recognition,1998,1451: mation (CAA).He has also been a professor in Xi'an Jiaotong 640648. University and Beijing University of Technology.His current re [17]HOSMER D W,LEMESHOW S.Applied logistic regers- search interests include intelligent autonomous controls of com- sion[M].2nd ed.New York:John Wiley Sons Inc, plex spacecraft;autonomous intelligent control of formation 2000:128-135. processes for multi-robot systems;theory of hybrid control sys [18]FUKUNAGA K.Introduction to statistical pattern recogni- tems with applications;fault diagnosis and fault-tolerant con tion[M].2nd ed.San Diago:Academic Press,1990: trols;image processing and patter recognition;intelligent sys- 219-237. tems and artificial life;the modeling and optimizing decision of About the authors: open complex giant systems;computational intelligence and en- Mudasser NASEER received his tropy optimization.He is the author of 3 monographs.He was a- Master's and M.Phil degrees in Statistics warded the First Level Prize of "1999'National Excellent from Govt.College University Lahore,Pa- Books of Science and Technology and the Progress of Science kistan,in 1990 and 2001.He completed and Technology",and the Gold Medal Prize for the Excellent his MS in CS from LUMS Lahore in 2004. Software in the“5 th National Engineering Design”(1999）.He Presently he is pursuing his PhD in Pat- has published more than 150 papers in journals and proceedings tern Recognition from Beihang University,Beijing,China.His in the fields of intelligent controls for complex spacecrafts and field of interest is pattern recognition,machine learning and large scale systems,hybrid control systems,systems engineer- heuristic optimization techniques.So far he has published two ing,artificial intelligence,neural networks,fuzzy control sys- research papers. tems,expert systems,evolutionary computation and entropy op- timization,and so on. 基于非线性降维多项式逻辑斯蒂回归的 图像/非图像数据的分类与识别 Mudasser NASEER,秦世引 (北京航空航天大学自动化科学与电气工程学院，北京100037) 摘要：在面向大规模复杂数据的模式分类和识别问题中，绝大多数的分类器都遇到了维数灾难这一棘手的问题.在进行高 维数据分类之前，基于监督流形学习的非线性降维方法可提供一种有效的解决方法.利用多项式逻辑斯蒂回归方法进行分类 预测，并结合基于非线性降维的非监督流形学习方法解决图像以及非图像数据的分类问题，因而形成了一种新的分类识别方 法.大量的实验测试和比较分析验证了本文所提方法的优越性， 关键词：非线性降维；数据分类；多项式逻辑斯蒂回归；图像/非图像数据 中图分类号：TP391文献标识码：A文章编号：16734785(2010)01008509