The Reflection on Nonlinear Characteristics about the Struggle Against Corruption in China's New Era: Based on the Method and Perspective of Machine Learning
Although the scale and rate of corruptive behaviors of main social systems' power elite are small, the harm to the nation's economic development and social welfare cannot be neglected. Therefore, researches on corruptive behaviors becomes a hot and popular topic. Based on these conclusions, the government may be strict on the control of power elite with effective regulations, which belong to the important concept of modernization of national governance. Based on 265 court verdicts and data, and using the method of machine learning, this paper starts from the analysis of characteristics of power elites' corruptive behaviors, and discusses the regular patterns, influence and governance measures of power elite corruption, thus the modeling and analysis work with relative data. Last but not least, the experiments show that the positive analysis based on modeling is effective.
[1]Hall M A,Holmes G.(2003).Benchmarking Attribute Selection Techniques for Discrete Class Data Mining[J].IEEETransactions on Knowledge and Data Engineering,15(6):1437-1447.
[2]Shannon,C.E.A.(1984).Mathematical Theory of Communication[J].Bell System Technical Journal,27(4):623-656.
[3]Witten I H,Frank E.(2005).Data Mining:Practical Machine Learning Tools and Techniques,Second Edition(MorganKaufmann Series in Data Management Systems)[M].Machine Industry Press.
[4]P.Amudha,Dr.H.Abdul Rauf.(2011).Classifier Selection Model Based on Gain Ratio Feature Selection Method[J].datamining & knowledge engineering.
[5]And H L,Liu H,Setiono R.(1995).Chi2:Feature Selection and Discretization of Numeric Attributes[C]// Tools with Ar‐tificial Intelligence,Proceedings.Seventh International Conference on.IEEE Computer Society.
[6]BOSER,Bernhard E.A.(2008).Training Algorithm for Optimal Margin Classifiers[J].proceedings of annual acm work‐shop on computational learning theory,5:144--152.
[7]Vapnik V.(1998).Statistical Learning Theory[M].DBLP.
[8]Rakotomamonjy A.(2003).Variable Selection Using SVM-based Criteria[J].journal of machine learning research,3(7-8):1357-1370.
[9]Wraith,R.&E.Simpkins.(1963).Corruption in Developing Countries.London:Allenand Unwin.
[10]Leff,Nathaniel,(1964)."Economic Development Through Bureaucratic Corruption." The American Behavioral Scien‐tist.8:8-14.
[11]Nye,Joseph.(1967)1997."Corruption and Political Development:A Cost-Benefit Analysis" in Heidenheimer,Arnold,Johnston,Michael and Victor T.LeVine(eds).(1989)1997.Political Corruption:A Handbook.Transaction Publishers:New Brunswick,N.J.
[12]Banfield,Edward C.(1975).Corruption as a Feature of Governmental Organization.Journal of Law and EconomicsXVII,(3):587-605.
[13]Bayley,David H.(1966).The Effects of Corruption in a Developing Nation.The Western Political Quarterly,119:719-732.
[14]DeSardan,J.P.Oliver.(1999).A Moral Economy of Corruption in Africa?Journal of Modern African Studies,37(1):25-52.
[15]Heidenheimer,A.,Johnston,M.and V.LeVine(eds).(1997).Political Corruption:A Handbook.New Brunswick,N.J.:Transaction Publishers.
[16]Johnston,Michael.(1998).What Can be Done about Entrenched Corruption?in Boris Pleskovic(ed.),Annual WorldBank Conference on Development Economics.Washington D.C.:TheWorldBank:69-90.
[17]Khan,Mushtaq H.(1996).The Efficiency Implications of Corruption.Journal of International Development,8(5):683-696.
[18]Ackerman,S.R.(1999).Corruption and Government.Cambridge University Press.
[19]Mauro,Paolo.(1995).Corruption and Growth.The Quarterly Journal of Economics.
[20]McMullan,M.(1961).A Theory of Corruption.The Sociological Review,Vol.9(2)(July).
[21]Moodie,Graeme C.(1980).On Political Scandals and Corruption.Government and Opposition,15(2):208-222.
[22]Wedeman,Andrew.(2012).Double Paradox:Rapid Growth and Rising Corruption in China.Cornell University Press.
[23]Waterbury,John.(1973).Endemic and Planned Corruption in a Monarchial Regime.World Politics,XXV(4):533-555.
[24]Wiliams,RobertJ.(1976).TheProblem of Corruption:A Conceptual and Comparative Analysis.PACBulletin,22:41-53.