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On the Stability of Comparing Histograms with Help of Probabilistic Methods

P. 597–605.
Lepskiy A.

We study the problem of the stability of probabilistic methods of comparing histograms in case of their distortions. The comparing of histograms is given by preorder relation on the set of histograms. This relation should to be agreed with the condition of ordering of arguments histograms by ascendingly their importance. The pointwise interval uncorrelated changes are meant by the distortions of histograms. Necessary and sufficient conditions on the level of distortion of histograms are found under which the comparison of the two histograms is not changed. The study was conducted for three popular probabilistic methods of comparison: a) using the mathematical expectation; b) using the distribution function (stochastic dominance); c) using probability of inequalities. Proved approval illustrated by studies of stability of comparing histograms of USE applicants admitted to universities.

Language: English
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Keywords: comparison of histogramsnoisy of histogramsstability of comparison
Publication based on the results of:
Theoretical and numerical study of advanced mathematical models in the social, economic, political and financial fields (2014)

In book

Procedia Computer Science. 2nd International Conference on Information Technology and Quantitative Management, ITQM 2014. National Research University Higher School of Economics (HSE) in Moscow (Russia) on June 3-5, 2014
Procedia Computer Science. 2nd International Conference on Information Technology and Quantitative Management, ITQM 2014. National Research University Higher School of Economics (HSE) in Moscow (Russia) on June 3-5, 2014
Vol. 31. , Amsterdam: Elsevier, 2014.
Similar publications
On the Preservation of Comparison of Distorted Histograms
Lepskiy A., International Journal of Information Technology and Decision Making 2018 Vol. 17 No. 1 P. 339–355
The necessity of comparison of histograms with the help of relationship of type “more or less” arises in many problems of decision-making. There are many approaches to solve this problem. But the histograms can be distorted. Then, we have to find the conditions on the distortions under which the comparison of the two histograms does ...
Added: January 31, 2018
Сравнение искаженных гистограмм вероятностными методами
Lepskiy A., Машинное обучение и анализ данных 2014 Т. 1 № 8 С. 949–965
This paper is devoted to study of stability of comparison of histograms with help of different probability methods.   Background: The comparison of histograms is necessary in many applied problems of data processing. The comparison of type ”more-less” is considered in this paper. But the histograms may be distorted. The nature of these distortions can ...
Added: October 1, 2014
On Comparison of Distorted Histograms
Lepskiy A., , in: Strengthening Links Between Data Analysis and Soft ComputingVol. 315.: Dordrecht, L., Heidelberg, NY: Springer, 2015. P. 159–166.
There are many tasks where the comparison of histograms (distributions, fuzzy numbers) is required with help of relationship of type ”more-less”. There are many approaches to solving this problem. But the histograms may be distorted. Then we have to find the conditions on the distortions under which the comparison of the two histograms is not ...
Added: October 1, 2014
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