Forecasting container throughput at Northport (Malaysia) Bhd using univariate modeling and box jenkins methodology / Nordina Amira Ramlan

Ramlan, Nordina Amira (2015) Forecasting container throughput at Northport (Malaysia) Bhd using univariate modeling and box jenkins methodology / Nordina Amira Ramlan. Industrial Training. Bachelor of Science (Hons.) Statistics, Kota Bharu. (Unpublished)

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Abstract

The purpose of this study is to determine the most suitable technique between Univariate Modelling Technique and Box Jenkins Methodology Technique to generate forecast values for the total container throughputs using data taken from Northport (Malaysia) Bhd. The data was 10 years data and about 118 data. The models selected for Univariate Modelling Technique are Single Exponential, Double Exponential Smoothing, Holt’s Method, Adaptive Response Rate Exponential Smoothing and Holt-Winter’s Trend and Seasonality.These models are normally used to determine multiple-ahead-forecast, focus of one variable and large size of data. For Box jenkins Methodology, this study required to used SARIMA because there is existance of seasonality trend. The performance of the models were measured by calculating for the value of the Mean Square Error (MSE) and the Mean Absolute Percentage Error (MAPE). The best model is selected based on the smallest value of MSE and MAPE. In addition, the models were evaluated by comparing the forecast values generated by the models with the actual data. Based on the analysis, Holt-Winter’s Trend and Seasonality from Univariate Modeling is the most suitable model to forecast the monthly total container throughputs for Northport (Malaysia) Bhd for Univariate Modelling

Metadata

Item Type: Monograph (Industrial Training)
Creators:
Creators
Email
Ramlan, Nordina Amira
2011570655
Contributors:
Contribution
Name
Email / ID Num.
Thesis advisor
Ibrahim, Nurul Bariyah
UNSPECIFIED
Subjects: H Social Sciences > HF Commerce > Balance of trade
H Social Sciences > HF Commerce > Commercial geography. Economic geography
H Social Sciences > HF Commerce > Tariff. Free trade. Protectionism
Divisions: Universiti Teknologi MARA, Kelantan > Kota Bharu Campus > Faculty of Computer and Mathematical Sciences
Item ID: 34384
Uncontrolled Keywords: Univariate Modelling Technique are Single Exponential, Double Exponential Smoothing, Holt’s Method, Adaptive Response Rate Exponential Smoothing and Holt-Winter’s Trend and Seasonality
URI: https://ir.uitm.edu.my/id/eprint/34384

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34384

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