├── .gitattributes ├── Bio-Inspired-Algorithms ├── __pycache__ │ ├── aco.cpython-36.pyc │ └── plot.cpython-36.pyc ├── aco.py ├── aco_main.py ├── genetic_evo_main.py └── plot.py ├── Figures ├── ACO-Equation.png ├── TLC-trip-records.png ├── Table1.png ├── Table2.png ├── ant-colony.jpg ├── cluster-histogram-trip.png ├── genetic-algo.png ├── optimized_stops.png ├── pickup-heatmap-day-of-week-vs-hour.png ├── pickups-hour-distribution.png ├── pickups-weekday-distribution.png ├── spatial-density-pickup-dropoff.png ├── trip-duration-aerial-distance-pickup-dropoff.png ├── trip-duration-distribution.png ├── trip-duration-heatmap.png ├── trip-duration-lat-long.png ├── typical-trips.png └── xgb.png ├── Project-Presentation.pdf ├── Project-Proposal.pdf ├── README.md ├── Research-Papers ├── An_Improved_Routing_Optimization_Algorithm_Based_o.pdf ├── An_Optimization_Framework_For_Online_RidesharingMarkets.pdf ├── Ant colony optimization techniques for the vehicle routing problem.pdf ├── OnlineVehicleRouting.pdf ├── Path_Optimization_Taxi_Carpooling.pdf └── Research_on_Optimization_Vehicle_Routing_Problem_for_RideSharingTaxi.pdf ├── Taxi-Trip-Duration-Data ├── test.csv └── train.csv ├── Trip-Optimizer-Project-Report.pdf ├── Util-Functions ├── XGBoost.py ├── basicAnalysis.py └── sophisticatedAnalysis.py └── xgb_model.sav /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/.gitattributes -------------------------------------------------------------------------------- /Bio-Inspired-Algorithms/__pycache__/aco.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Bio-Inspired-Algorithms/__pycache__/aco.cpython-36.pyc -------------------------------------------------------------------------------- /Bio-Inspired-Algorithms/__pycache__/plot.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Bio-Inspired-Algorithms/__pycache__/plot.cpython-36.pyc -------------------------------------------------------------------------------- /Bio-Inspired-Algorithms/aco.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Bio-Inspired-Algorithms/aco.py -------------------------------------------------------------------------------- /Bio-Inspired-Algorithms/aco_main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Bio-Inspired-Algorithms/aco_main.py -------------------------------------------------------------------------------- /Bio-Inspired-Algorithms/genetic_evo_main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Bio-Inspired-Algorithms/genetic_evo_main.py -------------------------------------------------------------------------------- /Bio-Inspired-Algorithms/plot.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Bio-Inspired-Algorithms/plot.py -------------------------------------------------------------------------------- /Figures/ACO-Equation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/ACO-Equation.png -------------------------------------------------------------------------------- /Figures/TLC-trip-records.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/TLC-trip-records.png -------------------------------------------------------------------------------- /Figures/Table1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/Table1.png -------------------------------------------------------------------------------- /Figures/Table2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/Table2.png -------------------------------------------------------------------------------- /Figures/ant-colony.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/ant-colony.jpg -------------------------------------------------------------------------------- /Figures/cluster-histogram-trip.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/cluster-histogram-trip.png -------------------------------------------------------------------------------- /Figures/genetic-algo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/genetic-algo.png -------------------------------------------------------------------------------- /Figures/optimized_stops.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/optimized_stops.png -------------------------------------------------------------------------------- /Figures/pickup-heatmap-day-of-week-vs-hour.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/pickup-heatmap-day-of-week-vs-hour.png -------------------------------------------------------------------------------- /Figures/pickups-hour-distribution.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/pickups-hour-distribution.png -------------------------------------------------------------------------------- /Figures/pickups-weekday-distribution.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/pickups-weekday-distribution.png -------------------------------------------------------------------------------- /Figures/spatial-density-pickup-dropoff.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/spatial-density-pickup-dropoff.png -------------------------------------------------------------------------------- /Figures/trip-duration-aerial-distance-pickup-dropoff.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/trip-duration-aerial-distance-pickup-dropoff.png -------------------------------------------------------------------------------- /Figures/trip-duration-distribution.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/trip-duration-distribution.png -------------------------------------------------------------------------------- /Figures/trip-duration-heatmap.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/trip-duration-heatmap.png -------------------------------------------------------------------------------- /Figures/trip-duration-lat-long.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/trip-duration-lat-long.png -------------------------------------------------------------------------------- /Figures/typical-trips.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/typical-trips.png -------------------------------------------------------------------------------- /Figures/xgb.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Figures/xgb.png -------------------------------------------------------------------------------- /Project-Presentation.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Project-Presentation.pdf -------------------------------------------------------------------------------- /Project-Proposal.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Project-Proposal.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/README.md -------------------------------------------------------------------------------- /Research-Papers/An_Improved_Routing_Optimization_Algorithm_Based_o.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Research-Papers/An_Improved_Routing_Optimization_Algorithm_Based_o.pdf -------------------------------------------------------------------------------- /Research-Papers/An_Optimization_Framework_For_Online_RidesharingMarkets.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Research-Papers/An_Optimization_Framework_For_Online_RidesharingMarkets.pdf -------------------------------------------------------------------------------- /Research-Papers/Ant colony optimization techniques for the vehicle routing problem.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Research-Papers/Ant colony optimization techniques for the vehicle routing problem.pdf -------------------------------------------------------------------------------- /Research-Papers/OnlineVehicleRouting.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Research-Papers/OnlineVehicleRouting.pdf -------------------------------------------------------------------------------- /Research-Papers/Path_Optimization_Taxi_Carpooling.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Research-Papers/Path_Optimization_Taxi_Carpooling.pdf -------------------------------------------------------------------------------- /Research-Papers/Research_on_Optimization_Vehicle_Routing_Problem_for_RideSharingTaxi.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Research-Papers/Research_on_Optimization_Vehicle_Routing_Problem_for_RideSharingTaxi.pdf -------------------------------------------------------------------------------- /Taxi-Trip-Duration-Data/test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Taxi-Trip-Duration-Data/test.csv -------------------------------------------------------------------------------- /Taxi-Trip-Duration-Data/train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Taxi-Trip-Duration-Data/train.csv -------------------------------------------------------------------------------- /Trip-Optimizer-Project-Report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Trip-Optimizer-Project-Report.pdf -------------------------------------------------------------------------------- /Util-Functions/XGBoost.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Util-Functions/XGBoost.py -------------------------------------------------------------------------------- /Util-Functions/basicAnalysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Util-Functions/basicAnalysis.py -------------------------------------------------------------------------------- /Util-Functions/sophisticatedAnalysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/Util-Functions/sophisticatedAnalysis.py -------------------------------------------------------------------------------- /xgb_model.sav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/khanhnamle1994/trip-optimizer/HEAD/xgb_model.sav --------------------------------------------------------------------------------