Study of Machine Learning Methods in Intelligent Transportation Systems

......................................................................................................................................... iii ACKNOWLEDGEMENTS .............................................................................................................. v LIST OF TABLES ............................................................................................................................. vii LIST OF FIGURES .................................................................................viii CHAPTER 1: INTRODUCTION .................................................................................................... 1 CHAPTER 2: BIG DATA .................................................................................................................. 5 CHAPTER 3: DATA MINING ..................................................................................................... 12 CHAPTER 4: MACHINE LEARNING ...................................................................................... 23 CHAPTER 5: METHODOLOGY AND ANALYSIS..........................................25 CHAPTER 6: ANALYSIS IN R ....................................................................56 CHAPTER 7: RESULTS AND COMPARISONS..............................................63 CHAPTER 8: CONCLUSIONS...................................................................67 APPENDIX I .......................................................................................68 APPENDIX II ......................................................................................69 APPENDIX III......................................................................................71 REFERENCES ... ...................................................................................82 CURRICULUM VITAE ............................................................................84