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1.
Exploratory Data Analysis
1.4. EDA Case Studies
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Anscombe, F. (1973), Graphs in Statistical Analysis, The American Statistician, pp. 195-199. |
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Anscombe, F. and Tukey, J. W. (1963), The Examination and Analysis of Residuals, Technometrics, pp. 141-160. |
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Barnett and Lewis (1994), Outliers in Statistical Data, 3rd. Ed., John Wiley and Sons. |
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Birnbaum, Z. W. and Saunders, S. C. (1958), A Statistical Model for Life-Length of Materials, Journal of the American Statistical Association, 53(281), pp. 151-160. |
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Bloomfield, Peter (1976), Fourier Analysis of Time Series, John Wiley and Sons. |
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Box, G. E. P. and Cox, D. R. (1964), An Analysis of Transformations, Journal of the Royal Statistical Society, pp. 211-243, discussion pp. 244-252. |
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Box, G. E. P., Hunter, W. G., and Hunter, J. S. (1978), Statistics for Experimenters: An Introduction to Design, Data Analysis, and Model Building, John Wiley and Sons. |
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Box, G. E. P., and Jenkins, G. (1976), Time Series Analysis: Forecasting and Control, Holden-Day. |
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Bradley, (1968). Distribution-Free Statistical Tests, Chapter 12. |
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Brown, M. B. and Forsythe, A. B. (1974), Journal of the American Statistical Association, 69, pp. 364-367. |
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Bury, Karl (1999). Statistical Distributions in Engineering, Cambridge University Press. |
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Chakravarti, Laha, and Roy, (1967). Handbook of Methods of Applied Statistics, Volume I, John Wiley and Sons, pp. 392-394. |
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Chambers, John, William Cleveland, Beat Kleiner, and Paul Tukey, (1983), Graphical Methods for Data Analysis, Wadsworth. |
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Chatfield, C. (1989). The Analysis of Time Series: An Introduction, Fourth Edition, Chapman & Hall, New York, NY. |
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Cleveland, William (1985), Elements of Graphing Data, Wadsworth. |
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Cleveland, William and Marylyn McGill, Editors (1988), Dynamic Graphics for Statistics, Wadsworth. |
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Devaney, Judy (1997), Equation Discovery Through Global Self-Referenced Geometric Intervals and Machine Learning, Ph.d thesis, George Mason University, Fairfax, VA. |
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Draper and Smith, (1981). Applied Regression Analysis, 2nd ed., John Wiley and Sons. |
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du Toit, Steyn, and Stumpf (1986), Graphical Exploratory Data Analysis, Springer-Verlag. |
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Efron and Gong (February 1983), A Leisurely Look at the Bootstrap, the Jackknife, and Cross Validation, The American Statistician. |
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Evans, Hastings, and Peacock (2000), Statistical Distributions, 3rd. Ed., John Wiley and Sons. |
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Everitt, Brian (1978), Multivariate Techniques for Multivariate Data, North-Holland. |
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Filliben, J. J. (February 1975), The Probability Plot Correlation Coefficient Test for Normality, Technometrics, pp. 111-117. |
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Fuller Jr., E. R., Frieman, S. W., Quinn, J. B., Quinn, G. D., and Carter, W. C. (1994), Fracture Mechanics Approach to the Design of Glass Aircraft Windows: A Case Study, SPIE Proceedings, Vol. 2286, (Society of Photo-Optical Instrumentation Engineers (SPIE), Bellingham, WA). |
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Gill, Lisa (April 1997), Summary Analysis: High Performance Ceramics Experiment to Characterize the Effect of Grinding Parameters on Sintered Reaction Bonded Silicon Nitride, Reaction Bonded Silicon Nitride, and Sintered Silicon Nitride , presented at the NIST - Ceramic Machining Consortium, 10th Program Review Meeting, April 10, 1997. |
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Granger and Hatanaka (1964), Spectral Analysis of Economic Time Series, Princeton University Press. |
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Grubbs, Frank (1950), Sample Criteria for Testing Outlying Observations, Annals of Mathematical Statistics, 21(1) pp. 27-58. |
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Grubbs, Frank (February 1969), Procedures for Detecting Outlying Observations in Samples, Technometrics, 11(1), pp. 1-21. |
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Hahn, G. J. and Meeker, W. Q. (1991), Statistical Intervals, John Wiley and Sons. |
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Harris, Robert L. (1996), Information Graphics, Management Graphics. |
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Hastie, T., Tibshirani, R. and Friedman, J. (2001), The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Springer-Verlag, New York. |
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Hawkins, D. M. (1980), Identification of Outliers, Chapman and Hall. |
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Boris Iglewicz and David Hoaglin (1993), "Volume 16: How to Detect and Handle Outliers", The ASQC Basic References in Quality Control: Statistical Techniques, Edward F. Mykytka, Ph.D., Editor. |
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Jenkins and Watts, (1968), Spectral Analysis and Its Applications, Holden-Day. |
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Johnson, Kotz, and Balakrishnan, (1994), Continuous Univariate Distributions, Volumes I and II, 2nd. Ed., John Wiley and Sons. |
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Johnson, Kotz, and Kemp, (1992), Univariate Discrete Distributions, 2nd. Ed., John Wiley and Sons. |
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Kuo, Way and Pierson, Marcia Martens, Eds. (1993), Quality Through Engineering Design", specifically, the article Filliben, Cetinkunt, Yu, and Dommenz (1993), Exploratory Data Analysis Techniques as Applied to a High-Precision Turning Machine, Elsevier, New York, pp. 199-223. |
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Levene, H. (1960). In Contributions to Probability and Statistics: Essays in Honor of Harold Hotelling, I. Olkin et al. eds., Stanford University Press, pp. 278-292. |
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McNeil, Donald (1977), Interactive Data Analysis, John Wiley and Sons. |
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Mendenhall, William and Reinmuth, James (1982), Statistics for Management and Ecomonics, Fourth Edition, Duxbury Press. |
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Mosteller, Frederick and Tukey, John (1977), Data Analysis and Regression, Addison-Wesley. |
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Natrella, Mary (1963), Experimental Statistics, National Bureau of Standards Handbook 91. |
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Nelson, Wayne (1982), Applied Life Data Analysis, Addison-Wesley. |
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Nelson, Wayne and Doganaksoy, Necip (1992), A Computer Program POWNOR for Fitting the Power-Normal and -Lognormal Models to Life or Strength Data from Specimens of Various Sizes, NISTIR 4760, U.S. Department of Commerce, National Institute of Standards and Technology. |
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Neter, Wasserman, and Kutner (1990), Applied Linear Statistical Models, 3rd ed., Irwin. |
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Pepi, John W., (1994), Failsafe Design of an All BK-7 Glass Aircraft Window, SPIE Proceedings, Vol. 2286, (Society of Photo-Optical Instrumentation Engineers (SPIE), Bellingham, WA). |
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The RAND Corporation (1955), A Million Random Digits with 100,000 Normal Deviates, Free Press. |
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Rosner, Bernard (May 1983), Percentage Points for a Generalized ESD Many-Outlier Procedure,Technometrics, 25(2), pp. 165-172. |
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Scott, David (1992), Multivariate Density Estimation: Theory, Practice, and Visualization , John Wiley and Sons. |
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Snedecor, George W. and Cochran, William G. (1989), Statistical Methods, Eighth Edition, Iowa State University Press. |
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Stefansky, W. (1972), Rejecting Outliers in Factorial Designs, Technometrics, 14, pp. 469-479. |
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Stephens, M. A. (1974). EDF Statistics for Goodness of Fit and Some Comparisons, Journal of the American Statistical Association, 69, pp. 730-737. |
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Stephens, M. A. (1976). Asymptotic Results for Goodness-of-Fit Statistics with Unknown Parameters, Annals of Statistics, 4, pp. 357-369. |
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Stephens, M. A. (1977). Goodness of Fit for the Extreme Value Distribution, Biometrika, 64, pp. 583-588. |
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Stephens, M. A. (1977). Goodness of Fit with Special Reference to Tests for Exponentiality , Technical Report No. 262, Department of Statistics, Stanford University, Stanford, CA. |
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Stephens, M. A. (1979). Tests of Fit for the Logistic Distribution Based on the Empirical Distribution Function, Biometrika, 66, pp. 591-595. |
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Tietjen and Moore (August 1972), Some Grubbs-Type Statistics for the Detection of Outliers, Technometrics, 14(3), pp. 583-597. |
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Tufte, Edward (1983), The Visual Display of Quantitative Information, Graphics Press. |
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Tukey, John (1977), Exploratory Data Analysis, Addison-Wesley. |
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Velleman, Paul and Hoaglin, David (1981), The ABC's of EDA: Applications, Basics, and Computing of Exploratory Data Analysis, Duxbury. |
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Wilk, M. B. and Gnanadesikan, R. (1968), Probability Plotting Methods for the Analysis of Data, Biometrika, 5(5), pp. 1-19. |
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