Machine Learning and Cybersecurity

  1. Core Applications of Machine Learning in Cybersecurity
    1. Network Security
      1. Intrusion Detection Systems
        1. Anomaly-Based Detection
          1. Statistical Anomaly Detection
            1. Gaussian Models
              1. Histogram-Based Methods
                1. Time Series Analysis
                2. Machine Learning Anomaly Detection
                  1. One-Class SVM
                    1. Isolation Forest
                      1. Autoencoders
                        1. Local Outlier Factor (LOF)
                        2. Clustering-Based Detection
                          1. K-Means Clustering
                            1. DBSCAN
                              1. Gaussian Mixture Models
                            2. Signature-Based Detection Enhancement
                              1. Automated Signature Generation
                                1. Rule Optimization
                                  1. Pattern Mining
                                  2. Hybrid Detection Systems
                                    1. Combining Anomaly and Signature Detection
                                      1. Ensemble Methods
                                        1. Multi-Stage Detection
                                      2. Specific Network Attack Detection
                                        1. DDoS Attack Detection
                                          1. Traffic Volume Analysis
                                            1. Source IP Analysis
                                              1. Packet Rate Analysis
                                                1. Protocol Analysis
                                                2. Botnet Detection
                                                  1. Command and Control (C2) Communication
                                                    1. Beaconing Pattern Detection
                                                      1. Domain Generation Algorithm (DGA) Detection
                                                        1. Peer-to-Peer Botnet Detection
                                                        2. Data Exfiltration Detection
                                                          1. Unusual Data Transfer Patterns
                                                            1. Protocol Tunneling Detection
                                                              1. Covert Channel Detection
                                                              2. Network Scanning Detection
                                                                1. Port Scan Detection
                                                                  1. Vulnerability Scan Detection
                                                                    1. Reconnaissance Activity Detection
                                                                  2. Network Traffic Analysis
                                                                    1. Protocol Analysis
                                                                      1. HTTP/HTTPS Traffic Analysis
                                                                        1. DNS Traffic Analysis
                                                                          1. Email Protocol Analysis
                                                                          2. Encrypted Traffic Analysis
                                                                            1. Metadata Analysis
                                                                              1. Traffic Flow Patterns
                                                                                1. Timing Analysis
                                                                                2. Network Behavior Profiling
                                                                                  1. Normal Traffic Baselines
                                                                                    1. Deviation Detection
                                                                                      1. Temporal Pattern Analysis
                                                                                  2. Endpoint Security
                                                                                    1. Malware Detection and Analysis
                                                                                      1. Static Analysis
                                                                                        1. File Format Analysis
                                                                                          1. PE File Analysis
                                                                                            1. ELF File Analysis
                                                                                              1. PDF Analysis
                                                                                              2. Feature Extraction
                                                                                                1. Byte N-grams
                                                                                                  1. Opcode Sequences
                                                                                                    1. API Calls
                                                                                                      1. String Analysis
                                                                                                        1. Entropy Analysis
                                                                                                        2. Classification Models
                                                                                                          1. Random Forest
                                                                                                            1. Support Vector Machines
                                                                                                              1. Neural Networks
                                                                                                            2. Dynamic Analysis
                                                                                                              1. Sandbox Execution
                                                                                                                1. Automated Execution Environments
                                                                                                                  1. Evasion Detection
                                                                                                                  2. Behavioral Feature Extraction
                                                                                                                    1. API Call Sequences
                                                                                                                      1. File System Operations
                                                                                                                        1. Registry Modifications
                                                                                                                          1. Network Communications
                                                                                                                          2. Sequence Analysis
                                                                                                                            1. Hidden Markov Models
                                                                                                                              1. Recurrent Neural Networks
                                                                                                                                1. Long Short-Term Memory (LSTM)
                                                                                                                              2. Malware Family Classification
                                                                                                                                1. Similarity Analysis
                                                                                                                                  1. Clustering Techniques
                                                                                                                                    1. Phylogenetic Analysis
                                                                                                                                  2. Host-Based Anomaly Detection
                                                                                                                                    1. System Call Analysis
                                                                                                                                      1. System Call Sequences
                                                                                                                                        1. Frequency Analysis
                                                                                                                                          1. Anomalous Patterns
                                                                                                                                          2. Process Behavior Analysis
                                                                                                                                            1. Process Creation Patterns
                                                                                                                                              1. Parent-Child Relationships
                                                                                                                                                1. Resource Usage Patterns
                                                                                                                                                2. File System Monitoring
                                                                                                                                                  1. File Access Patterns
                                                                                                                                                    1. Unauthorized Modifications
                                                                                                                                                      1. Suspicious File Operations
                                                                                                                                                    2. Advanced Persistent Threat (APT) Detection
                                                                                                                                                      1. Multi-Stage Attack Detection
                                                                                                                                                        1. Lateral Movement Detection
                                                                                                                                                          1. Persistence Mechanism Detection
                                                                                                                                                            1. Data Staging Detection
                                                                                                                                                          2. Email and Web Security
                                                                                                                                                            1. Spam Detection
                                                                                                                                                              1. Content-Based Analysis
                                                                                                                                                                1. Text Classification
                                                                                                                                                                  1. Natural Language Processing
                                                                                                                                                                    1. Keyword Analysis
                                                                                                                                                                      1. Language Detection
                                                                                                                                                                      2. Header Analysis
                                                                                                                                                                        1. Sender Reputation
                                                                                                                                                                          1. Routing Path Analysis
                                                                                                                                                                            1. Authentication Results
                                                                                                                                                                            2. Image-Based Spam Detection
                                                                                                                                                                              1. Image Hashing
                                                                                                                                                                                1. Optical Character Recognition (OCR)
                                                                                                                                                                                  1. Visual Feature Extraction
                                                                                                                                                                                2. Phishing Detection
                                                                                                                                                                                  1. Email Phishing Detection
                                                                                                                                                                                    1. Content Analysis
                                                                                                                                                                                      1. URL Analysis
                                                                                                                                                                                        1. Sender Analysis
                                                                                                                                                                                          1. Social Engineering Indicators
                                                                                                                                                                                          2. Website Phishing Detection
                                                                                                                                                                                            1. Visual Similarity Analysis
                                                                                                                                                                                              1. Domain Analysis
                                                                                                                                                                                                1. Certificate Analysis
                                                                                                                                                                                                  1. Content Comparison
                                                                                                                                                                                                2. Web Application Security
                                                                                                                                                                                                  1. Attack Detection
                                                                                                                                                                                                    1. SQL Injection Detection
                                                                                                                                                                                                      1. Cross-Site Scripting (XSS) Detection
                                                                                                                                                                                                        1. Command Injection Detection
                                                                                                                                                                                                        2. Bot Detection
                                                                                                                                                                                                          1. Behavioral Analysis
                                                                                                                                                                                                            1. CAPTCHA Challenges
                                                                                                                                                                                                              1. Device Fingerprinting
                                                                                                                                                                                                              2. Clickjacking Detection
                                                                                                                                                                                                                1. Session Anomaly Detection
                                                                                                                                                                                                              3. User and Entity Behavior Analytics (UEBA)
                                                                                                                                                                                                                1. User Behavior Profiling
                                                                                                                                                                                                                  1. Normal Behavior Baselines
                                                                                                                                                                                                                    1. Login Patterns
                                                                                                                                                                                                                      1. Application Usage
                                                                                                                                                                                                                        1. Data Access Patterns
                                                                                                                                                                                                                          1. Geographic Patterns
                                                                                                                                                                                                                          2. Temporal Analysis
                                                                                                                                                                                                                            1. Time-of-Day Patterns
                                                                                                                                                                                                                              1. Day-of-Week Patterns
                                                                                                                                                                                                                                1. Seasonal Variations
                                                                                                                                                                                                                                2. Peer Group Analysis
                                                                                                                                                                                                                                  1. Role-Based Comparisons
                                                                                                                                                                                                                                    1. Department-Based Analysis
                                                                                                                                                                                                                                      1. Similar User Identification
                                                                                                                                                                                                                                    2. Anomaly Detection in User Behavior
                                                                                                                                                                                                                                      1. Statistical Anomaly Detection
                                                                                                                                                                                                                                        1. Machine Learning Anomaly Detection
                                                                                                                                                                                                                                          1. Threshold-Based Detection
                                                                                                                                                                                                                                            1. Risk Scoring
                                                                                                                                                                                                                                            2. Insider Threat Detection
                                                                                                                                                                                                                                              1. Privilege Escalation Detection
                                                                                                                                                                                                                                                1. Data Hoarding Detection
                                                                                                                                                                                                                                                  1. Policy Violation Detection
                                                                                                                                                                                                                                                    1. Emotional State Indicators
                                                                                                                                                                                                                                                    2. Compromised Account Detection
                                                                                                                                                                                                                                                      1. Credential Stuffing Detection
                                                                                                                                                                                                                                                        1. Account Takeover Detection
                                                                                                                                                                                                                                                          1. Impossible Travel Detection
                                                                                                                                                                                                                                                            1. Device Anomaly Detection
                                                                                                                                                                                                                                                          2. Fraud Detection
                                                                                                                                                                                                                                                            1. Financial Fraud Detection
                                                                                                                                                                                                                                                              1. Credit Card Fraud
                                                                                                                                                                                                                                                                1. Transaction Pattern Analysis
                                                                                                                                                                                                                                                                  1. Merchant Analysis
                                                                                                                                                                                                                                                                    1. Geographic Analysis
                                                                                                                                                                                                                                                                      1. Temporal Analysis
                                                                                                                                                                                                                                                                      2. Banking Fraud
                                                                                                                                                                                                                                                                        1. Account Takeover
                                                                                                                                                                                                                                                                          1. Wire Transfer Fraud
                                                                                                                                                                                                                                                                            1. Check Fraud
                                                                                                                                                                                                                                                                            2. Insurance Fraud
                                                                                                                                                                                                                                                                              1. Claim Pattern Analysis
                                                                                                                                                                                                                                                                                1. Medical Fraud Detection
                                                                                                                                                                                                                                                                                  1. Auto Insurance Fraud
                                                                                                                                                                                                                                                                                2. Identity Fraud Detection
                                                                                                                                                                                                                                                                                  1. Synthetic Identity Detection
                                                                                                                                                                                                                                                                                    1. Identity Theft Detection
                                                                                                                                                                                                                                                                                      1. Document Fraud Detection
                                                                                                                                                                                                                                                                                        1. Biometric Fraud Detection
                                                                                                                                                                                                                                                                                        2. Online Fraud Detection
                                                                                                                                                                                                                                                                                          1. E-commerce Fraud
                                                                                                                                                                                                                                                                                            1. Click Fraud
                                                                                                                                                                                                                                                                                              1. Ad Fraud
                                                                                                                                                                                                                                                                                                1. Affiliate Fraud

                                                                                                                                                                                                                                                                                            Previous

                                                                                                                                                                                                                                                                                            2. Data Sources and Preprocessing for Cybersecurity

                                                                                                                                                                                                                                                                                            Go to top

                                                                                                                                                                                                                                                                                            Next

                                                                                                                                                                                                                                                                                            4. Advanced Machine Learning Techniques