Applications of AI for Anomaly Detection

Executive Snapshot

• Figure: Executive Snapshot: More and More Organizations Are Embracing AI-Powered Anomaly Detection to Identify Anomalies

Situation Overview

• AI-Powered Anomaly Detection

• What Are the Various Anomaly Detection Techniques?

• Supervised Anomaly Detection

• Figure: Supervised Anomaly Detection

• K-Nearest Neighbors

• Z-Score

• Decision Tree Algorithm

• Support Vector Machines

• Bayesian Networks

• Unsupervised Anomaly Detection

• Figure: Unsupervised Anomaly Detection

• K-Means Clustering

• Autoencoders

• Isolation Forest

• Local Outlier Factor

• Semi-Supervised Anomaly Detection

• Anomaly Detection on Edge Devices

• Use Cases

• AI-Powered Anomaly Detection in Banking

• AI-Powered Anomaly Detection in Cybersecurity

• AI-Powered Anomaly Detection in Healthcare

• Companies to Watch in the AI-Powered Anomaly Detection Space

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• Related Research

• Synopsis