The rapid advancement of technology across the globe resulted in an exponential growth of data pr... more The rapid advancement of technology across the globe resulted in an exponential growth of data production. The rate of data production is directly proportional to the volume of data generated and stored. A domain that adheres to the stated fact is transportation, as it heavily relies on real-time data for accurate traffic analysis and prediction. The satisfaction that accompanies the successful completion of the thesis would be incomplete without mentioning the people who made it possible. The constant guidance and encouragement of these people crown all the efforts with success. First and foremost, I am incredibly grateful to my supervisor, Professor Richard O. Sinnott of the Department of Computing and Information Systems at the University of Melbourne, whose expertise was invaluable in formulating the research questions and methodology. His insightful feedback pushed me to sharpen my thinking and brought my work to a higher level. I would also like to thank Mr. Luca Morandini of the Department of Computing and Information Systems at the University of Melbourne for his invaluable advice, technical guidance, continuous support, and patience throughout my project. His immense knowledge and ample experience have encouraged me throughout my academic research and daily life. In addition, I would like to thank Mr. Abdul Rehman Mohammad and Mr. Xiaolin Zhang for their efforts and cooperation when needed during this project. I would like to thank my parents for their wise counsel, tremendous understanding, encouragement, and support all through my life and studies. Finally, I could not have completed this dissertation without the support of my friends, who provided stimulating discussions and happy distractions to rest my mind outside of my research.
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