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ब्रेकडाउन पॉइंट एनालिसिस×साधारण न्यूनतम वर्ग (OLS) समाश्रयण×
क्षेत्रसांख्यिकीअर्थमिति
परिवारRegression modelRegression model
उद्भव वर्ष19832019
प्रवर्तकHampel (1971); Donoho & Huber (1983)Wooldridge (textbook treatment); classical least squares
प्रकारRobustness diagnostic for estimatorsLinear regression
मौलिक स्रोतDonoho, D. L. & Huber, P. J. (1983). The Notion of Breakdown Point. In A Festschrift for Erich L. Lehmann (pp. 157-184). Wadsworth. link ↗Wooldridge, J. M. (2019). Introductory Econometrics: A Modern Approach (7th ed.). Cengage Learning. ISBN: 978-1337558860
उपनामbreakdown point, finite-sample breakdown point, robustness breakdown analysis, Bozunma Noktası Analiziordinary least squares, classical linear regression, linear regression, en küçük kareler regresyonu
संबंधित55
सारांशBreakdown point analysis quantifies the fraction of outliers an estimator can tolerate before it produces meaningless results. Formalised by Hampel (1971) and Donoho and Huber (1983), it is the standard tool for comparing the robustness of competing estimators.Ordinary Least Squares is the classical linear regression method that explains a continuous outcome as a linear combination of predictors. It estimates the coefficients by minimising the sum of squared residuals, and under the Gauss-Markov assumptions these estimates are the best linear unbiased estimator (BLUE).
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