ALTINAY, Galip (2016): A Simple Class of Measures of Skewness.
Preview |
PDF
MPRA_paper_72353.pdf Download (436kB) | Preview |
Abstract
In this paper, a simple class of measures for detecting skewness in samples is introduced. The new class of measures is based on a new definition of skewness that takes midrange into consideration. The proposed coefficients of skewness can be computed easily with only three of the summary statistics, i.e., the minimum value, the maximum value and the median (or the mode, or the mean). Another advantage of the new statistics is that they are bounded by -1 and +1, hence, the coefficients of skewness can be interpreted easily. The powers of the proposed statistics to detect skewness are investigated by a limited Monte Carlo simulation in order to have an idea. The preliminary results indicate that the performances of the new statistics look generally good in a limited simulation. However, a more comprehensive investigation is needed.
Item Type: | MPRA Paper |
---|---|
Original Title: | A Simple Class of Measures of Skewness |
Language: | English |
Keywords: | Symmetry, Measure of Skewness, Monte Carlo Study, Midrange, Critical Values. |
Subjects: | C - Mathematical and Quantitative Methods > C0 - General C - Mathematical and Quantitative Methods > C4 - Econometric and Statistical Methods: Special Topics > C40 - General |
Item ID: | 72353 |
Depositing User: | Prof. Galip ALTINAY |
Date Deposited: | 04 Jul 2016 11:17 |
Last Modified: | 26 Sep 2019 20:15 |
References: | Abadir, K. M. (2005). The mean-median-mode inequality: counterexamples. Econometric Theory, 21(2): 477-482. Abdous, B. and Theodorescu, R. (1998). Mean, median, mode IV. Statistica Neerlandica, 52(3): 356-359. Arnold, B. C. and Groeneveld, R. A. (1992). Skewness and kurtosis orderings: an introduction. Lecture Notes-Monograph Series, 22: 17-24. Arnold, B. C. and Groeneveld, R. A. (1995). Measuring skewness with respect to the mode. The American Statistician, 49(1): 34-38. Cabilio, P. and Masaro, J. (1996). A simple test of symmetry about an unknown median. Canadian Journal of Statistics, 24(3): 349-361. Das, S., Mandal, P. K. and Ghosh, D. (2009). On homogeneous skewness of unimodal distributions. Sankhyā: The Indian Journal of Statistics Series B, 71(2): 187-205. Doane, D. P. and Seward, L. E. (2011). Measuring skewness: a forgotten statistic. Journal of Statistics Education, 19(2): 1-18. García, V. J., Martel, M. and Vázquez‐Polo, F. J. (2015). Complementary information for skewness measures. Statistica Neerlandica, 69(4): 442-459. Groeneveld, R. A. and Meeden, G. (1977). The mode, median, and mean inequality. The American Statistician, 31(3): 120-121. Groeneveld, R. A. and Meeden, G. (1984). Measuring skewness and kurtosis. The Statistician, 33(4): 391-399. MacGillivray, H. L. (1981). The mean, median, mode inequality and skewness for a class of densities. Australian Journal of Statistics, 23(2): 247-250. Murphy, E. A. (1982). Skewness and asymmetry of distributions. Metamedicine, 3(1): 87-99. Runnenburg, J. T. (1978). Mean, median, mode. Statistica Neerlandica, 32(2): 73-79. Tabor, J. (2010). Investigating the investigative task: Testing for skewness–An investigation of different test statistics and their power to detect skewness., Journal of Statistics Education, 18(2): 1-13. Tajuddin, I. H. (1996). A simple measure of skewness. Statistica Neerlandica, 50(3): 362-366. Van Zwet, W. R. (1979). Mean, median, mode II. Statistica Neerlandica, 33(1): 1-5. von Hippel, P. T. (2005). Mean, median, and skew: Correcting a textbook rule. Journal of Statistics Education, 13(2): 1-13. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/72353 |