Author(s): Steuer R, Morgenthal K, Weckwerth W, Selbig J
Modern molecular biology crucially relies on computational tools to handle and interpret the large amounts of data that are generated by high-throughput measurements. To this end, much effort is dedicated to devise novel sophisticated methods that allow one to integrate, evaluate, and analyze biological data. However, prior to an application of specifically designed methods, simple and well-known statistical approaches often provide a more appropriate starting point for further analysis. This chapter seeks to describe several well-established approaches to data analysis, including various clustering techniques, discriminant function analysis, principal component analysis, multidimensional scaling, and classification trees. The chapter is accompanied by a webpage, describing the application of all algorithms in a ready-to-use format.
Referred From: https://www.ncbi.nlm.nih.gov/pubmed/17035683
Author(s): Atkins RC
Author(s): Steinke JM, Sinaiko AR, Kramer MS, Suissa S, Chavers BM, et al.
Author(s): Dronavalli S, Duka I, Bakris GL
Author(s): Fioretto P, Mauer M, Brocco E, Velussi M, Frigato F, et al.
Author(s): Hillege HL, Janssen WM, Bak AA, Diercks GF, Grobbee DE, et al.
Author(s): Jerums G, Premaratne E, Panagiotopoulos S, Clarke S, Power DA, et al.
Author(s): Zhang A, Sun H, Wang P, Han Y, Wang X
Author(s): Salek RM, Maguire ML, Bentley E, Rubtsov DV, Hough T, et al.
Author(s): Zhao L, Liu X, Xie L, Gao H, Lin D
Author(s): Zhao LC, Zhang XD, Liao SX, Gao HC, Wang HY, et al.
Author(s): Zhao X, Fritsche J, Wang J, Chen J, Rittig K, et al.
Author(s): Patterson AD, Bonzo JA, Li F, Krausz KW, Eichler GS, et al.
Author(s): Craig A, Cloarec O, Holmes E, Nicholson JK, Lindon JC
Author(s): Cone EJ, Caplan YH, Moser F, Robert T, Shelby MK, et al.
Author(s): Warrack BM, Hnatyshyn S, Ott KH, Reily MD, Sanders M, et al.
Author(s): Dai X, Kutschke K, Priest N
Author(s): Sheedy JR, Ebeling PR, Gooley PR, McConville MJ
Author(s): Boughton BA, Callahan DL, Silva C, Bowne J, Nahid A, et al.
Author(s): Dreier L, Wider G
Author(s): R Development Core Team
Author(s): Goodacre R, Broadhurst D, Smilde A, Kristal B, Baker J, et al.
Author(s): Xia J, Wishart DS
Author(s): van den Berg RA, Hoefsloot HC, Westerhuis JA, Smilde AK, van der Werf MJ
Author(s): Shaffer JP
Author(s): Callow MJ, Dutoit S, Gong EL, Speed TP, Rubin EM
Author(s): Beckonert O, Keun HC, Ebbels TM, Bundy J, Holmes E, et al.
Author(s): Miller RC, Brindle E, Holman DJ, Shofer J, Klein NA, et al.
Author(s): Ng DP, Salim A, Liu Y, Zou L, Xu FG, et al.
Author(s): Griffin JL, Vidal-Puig A
Author(s): Gavaghan CL, Holmes E, Lenz E, Wilson ID, Nicholson JK
Author(s): Vannini P, Marchesini G, Forlani G, Angiolini A, Ciavarella A, et al.
Author(s): Newgard CB, An J, Bain JR, Muehlbauer MJ, Stevens RD, et al.
Author(s): Wang TJ, Larson MG, Vasan RS, Cheng S, Rhee EP, et al.
Author(s): Lanza IR, Zhang S, Ward LE, Karakelides H, Raftery D, et al.
Author(s): Yuan W, Zhang J, Li S, Edwards JL
Author(s): Merheb M, Daher RT, Nasrallah M, Sabra R, Ziyadeh FN, et al.
Author(s): Kulakowski EC, Maturo J
Author(s): Waterfield CJ, Asker DS, Patel S, Timbrell JA
Author(s): Akira K, Masu S, Imachi M, Mitome H, Hashimoto T
Author(s): Gamagedara S, Shi H, Ma Y
Author(s): Lin S, Yang J, Wu G, Liu M, Luan X, et al.