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Taxi Trajectory Prediction

Descriptions

https://www.kaggle.com/c/pkdd-15-predict-taxi-service-trajectory-i

Data

https://www.kaggle.com/c/pkdd-15-predict-taxi-service-trajectory-i/data

Model

Experimented in: Word2vec, K-means, Mean Shift clustering, Deep Learning

  • Using k-means algorithm for clustering destination points.
  • Using the word2vec model to embed each point in the map, datetime, and taxiId to a real numeric vector.
  • Using multi-layer perceptron (Deep Learning) to predict the destination of the taxi trip to one of clusters.
  • Using reduce_mean of points in the cluster to predict final destination of the taxi trip.

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