参考文献/References:
[ 1] Chan P K, Sto lfo S J. Tow ard sca lab le learn ing w ith non-un iform c lass and cost distributions: a case study in credit ca rd fraud detection[ C] / / Proc of the Fourth Interna tiona l Con ference on Know ledg eD iscovery and DataM ining( KDD- 98). NewYork, 1998: 164-168.
[ 2] W eiss G M, H irsh H. Learn ing to pred ict rare events in event sequences [ C ] / / Proc of the Fourth Internationa lConference on
Know ledg e Discovery and Da taM ining ( KDD- 98). New York, 1998: 359-363.
[ 3] A tiya A F. Bankruptcy prediction for credit risk using neura l netwo rk: a surv ey and new results [ J] . IEEE Trans on Neural Ne tw orks, 2001, 12( 4): 929-935.
[ 4] KubatM, H o lte R C, M atw in S. M ach ine learn ing for the detec tion o f o il spills in sa tellite radar im ages[ J]. M ach ine Learning,1998, 30( 2): 195-215.
[ 5] M a loo fM A. Lea rn ing when data sets a re imba lanced and w hen co sts are unequa l and unknown[ C] / / ICML- 2003W orkshop on Learn ing From Im balanced Da ta Sets II, 2003.
[ 6] KubatM, M atw in S. Address ing the curse o f imbalanced tra in ing sets: one-sided selection[ C] / / Proceedings o f the Fourteen th Interna tiona l Conference onM achine Learn ing. San Franc isco, CA: M organ Kaufm ann Press, 1997: 179-186.
[ 7] Chaw laN, Bow yerK, H allL, e t a.l SMOTE: syntheticm ino rity over-samp ling technique[ J]. Journa l o fArtific ia l Inte lligence Research, 2002, 16: 321-357.
[ 8] 周荃, 王崇骏, 王珺, 等. PC415: 用于不均衡数据集的C41 5改进算法[ J]. 计算机辅助工程, 2006, 15( 3): 23-26.
Zhou Quan,W ang Chong jun, W ang Jun, et a.l PC415: im proved C415 algorithm app lied in imba lanced datase t[ J]. Com puter A ided Eng ineer ing, 2006, 15( 3) : 23-26. ( in Ch inese)
[ 9] 肖健华, 吴今培. 样本数目不对称时的SVM 模型[ J] . 计算机科学, 2003, 30( 2): 165-167.
X iao Jianhua, Wu Jinpe.i SVM model w ith unequa l samp le number betw een c lasses[ J] . Computer Sc ience, 2003, 30( 2): 165-167. ( in Ch inese)
[ 10] 谢纪刚, 裘正定. 非平衡数据集Fishe r线性判别模型[ J]. 北京交通大学学报, 2006, 30( 5) : 15-18.
X ie J igang, Q iu Zhengding. Fisher linear d iscr im inant model w ith c lass im balance[ J] . Journal o f B eijing Jiaotong Un iv ers ity,2006, 30( 5): 15-18. ( in Ch inese)
[ 11] Chaw la N, Lazarev ic A, H all L, et a.l SMOTEBoost: im prov ing prediction of them inor ity class in boo sting[ C] / / 7 th European
Con ference on Pr inc iples and Practice o f Know ledg e D iscovery in Databases. Croatia: Cav tat-Dubrovn ik, 2003: 107-119.
[ 12] 边肇棋, 张学工. 模式识别[M ] . 北京: 清华大学出版社, 2001.
B ian Zhaoq,i Zhang Xuegong. Patte rn Recognition[M ]. Be ijing: TsinghuaUn iversity Press, 2001. ( in Chinese)