Research
l Research is for fun. I love research. It makes me feel interesting and I can fulfill myself by doing research. I am passionate about doing first rate research and publishing high quality papers. I aim to become a professor and specialist in the field of machine learning.
l Following are some of my favorite papers which were written by some famous scholars.
n Yan SC, Xu D, Zhang BY, Zhang HJ, Yang Q, Lin S. Graph embedding and extensions: A general framework for dimensionality reduction. IEEE Transactions on Pattern Analysis and Machine Intelligence. 2007;29:40-51. [PDF]
n Deng Cai, Xiaofei He, Jiawei Han. SRDA: An Efficient Algorithm for Large Scale Discriminant Analysis. IEEE Transactions on Knowledge and Data Engineering, vol. 20, no. 1, pp. 1-12, January, 2008. [PDF]
n Jieping Ye. Characterization of a family of algorithms for generalized discriminant analysis on undersampled problems. Journal of Machine Learning Research. Vo. 6(Apr), pp. 483-502, 2005. [PDF]
n Jian Yang, David Zhang, Alejandro F. Frangi, Jing-yu Yang, Two-Dimensional PCA: a New Approach to Face Representation and Recognition, IEEE Transactions on Pattern analysis and machine intelligence, 2004, 26(1), 131-137.[PDF]
n D. Zhou , O. Bousquet, T.N. Lal, J. Weston and B. Schölkopf. Learning with Local and Global Consistency. Advances in Neural Information Processing Systems 16, 321-328. (Eds.) S. Thrun, L. Saul and B. Schölkopf, MIT Press, Cambridge, MA, 2004. [PDF]
You need not understand these papers. You just only need scan the formulas these papers. These formulas are all about linear algebra, matrix theory, optimization method. In my opinion if you want to publish high quality papers, you must master these perfect maths theories very well. Maths are very important.
Life
l I love making friends with others. I have communicated with some famous professors in subspace learning face to face, such as professor Jian Yang (Nanjing University of Science and Technology), Deng Cai (Zhejiang University). I have learned much from them.
l I have a wide range of interest, such as music, calligraphy etc. I love sports very much, especially on pingpong, badminton, running.
l Blog： http://www.cppblog.com/guijie/
