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Original Articles

A Simple Distribution-Free Algorithm for Generating Simulated High-Dimensional Correlated Data with an Autoregressive Structure

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Pages 89-98 | Received 15 Dec 2010, Accepted 05 Apr 2011, Published online: 15 Sep 2011

References

  • Bock , R. ( 1998 ). The Data Analysis Briefbook . New York : Springer .
  • Diwakar , H. , Vaidya , A. ( 2009 ). Data quality for decision support—the Indian banking scenario . In: Chan , C. , Chawla , S. , Sadiq , S. , Zhou , X. , eds. Data Quality and High-Dimensional Data Analysis. Proceedings of the DASFAA 2008 Workshops . Hackensack , NJ : World Scientific Publishing Company , pp. 60 – 77 .
  • Emdad , F. ( 2008 ). High Dimensional Data Analysis: Overview, Analysis, and Applications . Saarbrücken , Germany : VDM Verlag .
  • Fackler , P. ( 1991 ). Modeling interdependence: An apporach to simulation and elicitation . American Journal of Agricultural Economics 73 ( 4 ): 1091 – 1097 .
  • Gibbons , J. , Chakraborti , S. ( 2003 ). Nonparametric Statistical Inference. , 4th ed. New York : Marcel Dekker, Inc .
  • Hotelling , H. , Pabst , M. ( 1936 ). Rank correlation and tests of significance involving no assumption of normality . Annals of Mathematical Statistics 7 ( 1 ): 29 – 43 .
  • Iman , R. , Conover , W. ( 1982 ). A distribution-free approach to inducing rank correlation among input variables . Communications in Statistics-Simulation and Computation 11 ( 3 ): 311 – 334 .
  • Kim , K. , van de Wiel , M. ( 2008 ). Effects of dependence in high-dimensional multiple testing . BMC Bioinformatics 9 ( 114 ).
  • Kogan , J. ( 2007 ). Introduction to Clustering Large and High-Dimensional Data . New York : Cambridge University Press .
  • Li , X. , Ronghui , X. ( 2008 ). High-Dimensional Data Analysis in Cancer Research . New York : Springer-Verlag .
  • Moonan , W. ( 1957 ). Linear transformation to a set of stochastically dependent normal variables . Journal of the American Statistical Association 52 ( 278 ): 247 – 252 .
  • Naik , P. , Wedel , M. , Bacon , L. , Bodapati , A. , Bradlow , E. , Kamakura , W. , Kreulen , J. , Lenk , P. , Madigan , D. , Montgomery , A. ( 2008 ). Challenges and opportunities in high-dimensional choice data analyses . Marketing Letters 19 : 201 – 213 .
  • Norris , J. , Cornett , D. , Mobley , J. , Andersson , M. , Seeley , E. , Chaurand , P. , Caprioli , R. ( 2007 ). Processing MALDI mass spectra to improve mass spectral direct tissue analysis . International Journal of Mass Spectrometry 260 : 212 – 221 .
  • Pearson , A. , Manolio , T. ( 2008 ). How to interpret a genome-wide association study . Journal of the American Medical Association 299 ( 11 ): 1335 – 1344 .
  • Pearson , K. ( 1907 ). On Further Methods of Determining Correlation . London : Dulau and Co .
  • Phoon , K. , Queck , S. , Huang , H. ( 2004 ). Simulation of non-Gaussian processes using fractile correlation . Probabilistic Engineering Mechanics 19 : 287 – 292 .
  • Scheuer , E. , Stoller , D. ( 1962 ). On the generation of normal random vectors . Technometrics 4 ( 2 ): 278 – 281 .
  • Wong , J. , Cagney , G. , Cartwright , H. ( 2005 ). SpecAlign-processing and alignment of mass spectra datasets . Bioinformatics 21 : 2088 – 2090 .

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