Workshop 13 RapidMiner Studio Anomaly Detection

10
MSME BUSINESS SCHOOL ASSUMPTION UNIVERSITY 11/9/2021 Workshop 13 RapidMiner Studio Anomaly Detection BDM 3303 Data Mining Piyabute Fuangkhon, Ph.D. Assistant Professor of Computer Science Department of Digital Business Management

Transcript of Workshop 13 RapidMiner Studio Anomaly Detection

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY 11/9/2021

Workshop 13RapidMiner StudioAnomaly Detection

BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D.Assistant Professor of Computer Science

Department of Digital Business Management

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

RapidMiner StudioAnomaly Detection

2BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection

Objectives Identify outliers

3BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ Process

Input Iris Dataset

Process Retrieve Iris Normalize Principle Component Analysis Detect Outliers (Distance) Detect Outliers (Density) Detect Outliers (LOF) Numerical to Binominal Detect Outliers (COF)

Output Outliers

4BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ Process

5BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ Download RapidMiner Process

https://piyabute.com/bdm3303/workshop/13‐anomaly‐detection/RapidMiner‐anomaly‐detection‐iris.rmp

https://piyabute.com/bdm3303/workshop/13‐anomaly‐detection/RapidMiner‐anomaly‐detection‐distances‐boston‐housing.rmp

6BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ Distance

7BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ Density

8BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ LOF

9BDM 3303 Data Mining

Piyabute Fuangkhon, Ph.D., Assistant ProfessorDepartment of Digital Business Management

MSME BUSINESS SCHOOLASSUMPTION UNIVERSITY

Anomaly Detection ‐ COF

10BDM 3303 Data Mining