Multiple-Aspect Analysis of Semantic Trajectories: First International Workshop, Master 2019, Held in Conjunction with Ecml-Pkdd 2019, Würzburg, Germa

ISBN-13: 9783030380809 / Angielski / Miękka / 2020 / 133 str.

Konstantinos Tserpes; Chiara Renso; Stan Matwin

Spis treści

Learning from our Movements - The Mobility Data Analytics Era.- Uncovering hidden concepts from AIS data: A network abstraction of maritime traffic for anomaly detection.- Nowcasting Unemployment Rates with Smartphone GPS data.- Online long-term trajectory prediction based on mined route patterns.- EvolvingClusters: Online Discovery of Group Patterns in Enriched Maritime Data.- Prospective Data Model and Distributed Query Processing for Mobile Sensing Data Streams.- Predicting Fishing Effort and Catch Using Semantic Trajectories and Machine Learning.- A Neighborhood-augmented LSTM Model for Taxi-Passenger Demand Prediction.- Multi-Channel Convolutional Neural Networks for Handling Multi-Dimensional Semantic Trajectories and Predicting Future Semantic Locations.