The textbook referred to on this page is:
"Introduction to Data Mining (2nd Edition)".
By Pang-Ning Tan, Michael Steinbach, Anuj Karpatne, and Vipin Kumar.
Pearson. 2019. ISBN-13: 978-0133128901 ISBN-10: 0133128903.
(See the book's link above for book slides and other resources.)
Need to know all of the following concepts, what they are and how to use them:
|Approach||Definition of Outlier
(state full definition)
|Anomaly score function||How does the approach work?
|Statistical-based||Probabilistic definition of outlier|
|Proximity-based|| Proximity-based definition of outlier using
distance to k-nearest neighbor
|Density-based|| Density-based definition of outlier using
|Clustering-based||Clustering-based definition of outlier|