Confirmation Bias in Gaussian Mixture Models

Confirmation bias, the tendency to interpret information in a way that aligns with one's preconceptions, can profoundly impact scientific research, leading to conclusions that reflect the researcher's hypotheses even when the observational data do not support them. This issue is especially...

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Bibliographic Details

Published in:	IEEE transactions on information theory Vol. 71; no. 11; pp. 8871 - 8898
Main Authors:	Balanov, Amnon, Bendory, Tamir, Huleihel, Wasim
Format:	Journal Article
Language:	English
Published:	IEEE 01.11.2025
Subjects:	Clustering algorithms clustering algorithms (K-means) Correlation Estimation estimation error expectation-maximization algorithms Gaussian mixture model mixture models Noise Noise measurement Probabilistic logic Signal processing algorithms Signal to noise ratio Training
ISSN:	0018-9448, 1557-9654
Online Access:	Get full text
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