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AI-Powered Predictive Analytics

Advanced Predictive Analytics

Machine learning-driven conflict prediction and risk assessment for proactive security management in Timor-Leste

Prophet Models
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Model R² Score
Prediction Accuracy
External Regressors
AI Features Active

Prediction Controls

Configure ML model parameters and filtering options

Meta Prophet ML Forecasting

AI-Powered Time Series Prediction with External Regressors

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Enhanced Prophet (10 Regressors)

Full ML Model with All External Variables

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Prophet Model Validation

Cross-Validation & Performance Metrics

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External Regressor Impact

Feature Importance Analysis

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Seasonality Patterns

Daily, Weekly & Yearly Trends

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AI Risk Assessment

Predictive Risk Levels & Alerts

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Quick Tips

Prophet ML: Advanced time series forecasting with seasonal patterns
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Real-time: Data refreshes automatically based on your settings
AI Analysis: GPT-4o provides strategic insights and recommendations
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