Krahasoni metodat

	Analiza robuste e frekuencës	Statistika Përshkruese Robuste
Fusha	Statistikë	Statistikë
Familja	Hypothesis test	Hypothesis test
Viti i origjinës	1970s–1980s (foundations); applied to frequency analysis throughout the 1990s–2000s	1960s–1970s
Krijuesi	Huber, Hampel, Wilcox and the robust statistics tradition	John W. Tukey, Peter J. Huber, Frank Hampel
Lloji	Robust descriptive and inferential procedure	Resistant summary measures
Burimi themelues	Wilcox, R. R. (2012). Introduction to Robust Estimation and Hypothesis Testing (3rd ed.). Academic Press. ISBN: 978-0123869838	Tukey, J. W. (1977). Exploratory Data Analysis. Addison-Wesley. ISBN: 978-0201076165
Emërtime të tjera	robust count analysis, outlier-resistant frequency analysis, robust distributional analysis	resistant statistics, outlier-resistant summary statistics, robust summary measures, robust location and scale estimation
Të lidhura	3	5
Përmbledhja	Robust frequency analysis applies outlier-resistant estimation and resampling or exact methods to the counting and tabulation of categorical data, reducing the distortion caused by extreme observations, sparse cells, or violations of large-sample assumptions that can make conventional frequency summaries misleading.	Robust descriptive statistics summarize the location, spread, and shape of a dataset using measures that remain meaningful even when a fraction of the data contains outliers or severe departures from normality. Core tools include the median, trimmed mean, interquartile range (IQR), and median absolute deviation (MAD), all of which are resistant to contamination that would distort the classic mean and standard deviation.