Looking for the most precise statistical technique for identifying outliers.
Hi Alaa Shaban, I think this book chapter can help you understand what you intend to do. Best of luck!
https://www.ncbi.nlm.nih.gov/pubmed/31314268
Hello Alaa,
To David Eugene Booth 's list of good sources, I'd like to add two more:
Technical Report A meta analysis study of outlier detection methods in classification
A book devoted to the topic: Barnett, V. and Lewis, T. (1994). Outliers in statistical data (3rd ed.). John Wiley.
Good luck with your work.
Article OUTLIERS IN DESIGNED EXPERIMENTS
https://methods.sagepub.com/Reference//the-sage-encyclopedia-of-communication-research-methods/i10161.xml
These article might be helpful.
Thank you so much for your answers David Eugene Booth David Morse Gayatri Vishwakarma
Hello Alaa,
There are many methods for detecting and optionally remove outliers from a dataset. However, four of the most frequently used methods for outlier detection are Z-Score (a parametric outlier detection technique), Numeric Outlier, DBSCAN, and Isolation Forest (non-parametric methods). DBSCAN and Isolation Forest are used for large datasets.
Good luck.
Article What's normal anyway? Residual plots are more telling than s...
Hi Alaa Shaban, I think this book chapter can help you understand what you intend to do. Best of luck!
https://www.ncbi.nlm.nih.gov/pubmed/31314268
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