Stream Data Preprocessing: Outlier Detection Based on the Chebyshev Inequality With Applications

A novel method of outlier detection for preprocessing stream data in the conditions of uncertainty when the data measurement means and their standard errors as the only available summary information about the initial data statistics is proposed. As neither the initial data samples nor their sample s...

Full description

Bibliographic Details
Main Authors: Georgy Shevlyakov, Margarita Kan
Format: Article
Language:English
Published: FRUCT 2020-04-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
Online Access:https://www.fruct.org/publications/fruct26/files/She.pdf