Τίτλος Χρονική πρόβλεψη πιθανότητας κυβερνοεπίθεσης .Στόχος Να παραχθούν high-risk windows για SOC, προβλέποντας πιθανότητα ή πλήθος επιθέσεων ανά χρονικό διάστημα. Περιγραφή Θα δοθεί προκαθαρι

1. Introduction 1.1 Background and Motivation 1.2 Objectives of the Study 1.3 Structure of the Thesis 2. Cyberattack Probability Forecasting 2.1 Definition and Concepts 2.2 Importance in Cybersecurity 2.3 Current Trends and Challenges 3. High-Risk Windows in SOC 3.1 Understanding SOC Operations 3.2 Identification of High-Risk Periods 3.3 Implications for SOC 4. Data Collection and Preprocessing 4.1 Data Sources and Selection Criteria 4.2 Data Cleaning and Transformation 4.3 Feature Engineering and Selection 5. Predictive Modeling Techniques 5.1 Statistical Approaches 5.2 Machine Learning Algorithms 5.3 Evaluation Metrics 6. Results and Analysis 6.1 Model Performance and Accuracy 6.2 High-Risk Windows Identification 6.3 Case Study Examples 7. Discussion of Findings 7.1 Interpretation of Results 7.2 Limitations of the Study 7.3 Potential Improvements 8. Conclusion and Future Work 8.1 Summary of Contributions 8.2 Future Research Directions 8.3 Final Remarks