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<< /S /GoTo /D (section.1) >>
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(Introduction)
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<< /S /GoTo /D (section.2) >>
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(Research Background)
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<< /S /GoTo /D (subsection.2.1) >>
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(IT Security Vulnerabilities)
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<< /S /GoTo /D (subsection.2.2) >>
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(IT Security Vulnerability Forecasting)
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<< /S /GoTo /D (section.3) >>
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(Methodology and Data)
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<< /S /GoTo /D (subsection.3.1) >>
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(Forecasting Methodologies)
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<< /S /GoTo /D (subsubsection.3.1.1) >>
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(Exponential Smoothing Methods)
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<< /S /GoTo /D (subsubsection.3.1.2) >>
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(ARIMA)
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<< /S /GoTo /D (subsubsection.3.1.3) >>
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(Croston's Method)
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<< /S /GoTo /D (subsubsection.3.1.4) >>
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(Neural Network)
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<< /S /GoTo /D (subsection.3.2) >>
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(Accuracy Metrics)
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<< /S /GoTo /D (subsubsection.3.2.1) >>
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(Accuracy Metric: Mean Absolute Error)
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<< /S /GoTo /D (subsubsection.3.2.2) >>
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(Accuracy Metric: Root Mean Square Error)
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<< /S /GoTo /D (subsubsection.3.2.3) >>
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(Accuracy Metrics and Time Series Structure)
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<< /S /GoTo /D (subsection.3.3) >>
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(Dataset: National Vulnerability Database)
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<< /S /GoTo /D (section.4) >>
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(Empirical Results and Discussion)
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<< /S /GoTo /D (subsection.4.1) >>
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(Results)
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<< /S /GoTo /D (subsection.4.2) >>
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(Discussion)
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<< /S /GoTo /D (subsubsection.4.2.1) >>
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(Prediction Accuracy Depending on Software and System Packages)
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<< /S /GoTo /D (subsubsection.4.2.2) >>
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(Robustness of Different Measures of Prediction Accuracy)
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<< /S /GoTo /D (section.5) >>
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(Conclusion)
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<< /S /GoTo /D (appendix.A) >>
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(MAE Results for 1 and 2 Months)
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<< /S /GoTo /D (subsection.A.1) >>
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(MAE Results for 1 Month)
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<< /S /GoTo /D (subsection.A.2) >>
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(MAE Results for 2 Months)
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<< /S /GoTo /D (appendix.B) >>
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(RMSE Results for 1 and 2 Months)
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<< /S /GoTo /D (subsection.B.1) >>
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(RMSE Results for 1 Month)
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<< /S /GoTo /D (subsection.B.2) >>
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(RMSE Results for 2 Months)
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<< /S /GoTo /D (appendix.C) >>
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(Parameters for Methods and Software / System Packages)
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<< /S /GoTo /D (subsection.C.1) >>
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(Forecasting Results for Methods and Software / System Packages \(Mean Absolute Error / Root Mean Squared Error\))
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<< /S /GoTo /D (appendix.D) >>
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(Descriptive Statistics)
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<< /S /GoTo /D [149 0 R /Fit] >>
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