Fundamentals of Statistics contains material of various lectures and courses of H. Lohninger on statistics, data analysis and chemometrics......click here for more.


Literature References - Textbooks

[Ayyub 1997]  B.M. Ayyub, R.H. McCuen
Probability, statistics, and reliability for engineers
CRC Press, Boca Raton 1997 
An excellent textbook on statistics and its application to engineering problems; recommended.
[Backhaus 1994] K Backhaus, B. Erichson, W. Plinke, R. Weiber
Multivariate Analysemethoden
Springer, Berlin 1994, 7th edition
extensive introduction to multivariate techniques; in German language
[Barnett 1994] V. Barnett, T. Lewis, V. Rothamsted
Outliers in Statistical Data
Wiley, New York 1994
[Boslaugh 2008] S. Boslaugh, P.A. Watters
Statistics in a Nutshell
Sebastopol: O'Reilly, 2008
A concise introduction to statistics
[Box 1978] G.E.P. Box, W.G. Hunter, J.S. Hunter
Statistics for experimenters
Wiley, New York 1978
[Fisher 1993] L.D. Fisher, G. val Belle
Biostatistics
Wiley, New York, 1993 
An excellent textbook on statistics; recommended
[Flury 1983] B. Flury, H. Riedwyl
Angewandte multivariate Statistik
Gustav Fischer Verlag, Stuttgart, 1983
An excellent textbook on multivariate statistics (in German language)
[Hair 1992] J.F. Hair jr, R.E. Anderson, R.L. Tatham, W.C. Black
Multivariate data analysis with readings
Macmillan Publishing Co., New York 1992
[Hogg 1992] R.V. Hogg, J. Ledolter
Applied statistics for engineers and physical scientists
Macmillan Publishing Company, New York 1992 
[Krzanowski 2003] W.J. Krzanowski
Principles of Multivariate Analysis
Oxford: Oxford University Press, 2003
[Livingstone 2009] D. Livingstone
A Practical Guide to Scientific Data Analysis
Chichester: Wiley, 2009
[McClave 1997] J.T. McClave, F.H. Dietrich, T. Sincich: 
Statistics
Prentice Hall 1997 
A standard textbook on statistics; recommended.
[Moore 2009] D.S. Moore, W.I. Notz
Statistics - Concepts and Controversies
W. H. Freeman and Company, 2009
A textbook on classical statistics. The authors impart their knowledge and insights in a very understandable way, avoiding too much math and offering lots of examples; recommended.
[Ramsey 2002] F.L. Ramsey, D.W. Schafer:
The Statistical Sleuth
Duxbury, Pacific Grove 2002
A hands-on textbook with lots of case studies which requires a minimum of statistical knowledge. Recommended for the practical reinforcement of theoretical knowledge.
[Rice 2007] J.A. Rice
Mathematical Statistics and Data Analysis
Brooks/Cole, Belmont 2007, 3rd edition
An excellent textbook on mathematical statistics; recommended
[Tabak 2011] J. Tabak
Probability and Statistics - The Science of Uncertainty
Facts On File, 2011
A concise and easy to read overview on the history of statistics. A book review can be found in the DataLab blog (in German language).