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ArticleTrip2Vec: a deep embedding approach for clustering and profiling taxi trip purposes

Chao Chen2018

Article2018

Trip2Vec: a deep embedding approach for clustering and profiling taxi trip purposes

Chao Chen · Chengwu Liao · Xuefeng Xie · Yasha Wang · Junfeng Zhao

66 citations·0/0 files stored·Personal and Ubiquitous Computing

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Human Mobility and Location-Based Analysis Data Management and Algorithms Traffic Prediction and Management Techniques

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References

2014Social media for large studies of behavior 2013Mining smart card data for transit riders’ travel patterns 2009Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands 2007Measuring transit use variability with smart-card data 2015Inferring trip purposes and uncovering travel patterns from taxi trajectory data 2013From taxi GPS traces to social and community dynamics 2017POI2Vec: Geographical Latent Representation for Predicting Future Visitors 2014Zooming into individuals to understand the collective: A review of trajectory-based travel behaviour studies

Cited by

2020Reviewing trip purpose imputation in GPS-based travel surveys 2021Trip Purposes Mining From Mobile Signaling Data 2021Toward travel pattern aware tourism region planning: a big data approach 2021Variational embedding of a hidden Markov model to generate human activity sequences 2021Public Bike Trip Purpose Inference Using Point-of-Interest Data

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Papers that cite the same references — the relational fallback while embeddings are still backfilling.

2021Public Bike Trip Purpose Inference Using Point-of-Interest Dataarticle · 6 shared references 2022Wheels Know Why You Travelarticle · 5 shared references 2019Understanding and visualizing passengers’ travel behaviours: a device-free sensing way leveraging taxi trajectory dataarticle · 5 shared references 2022Enhancing the POI data for trip purpose inference using machine learning techniquesother · 5 shared references 2015The construction of purpose-specific OD matrices using public transport smart card datathesis · 5 shared references 2016Travel Mode Detection Based on GPS Raw Data Collected by Smartphones: A Systematic Review of the Existing Methodologiesreview · 4 shared references

Details

Year2018

Typearticle

Published2018-07-09

VenuePersonal and Ubiquitous Computing

ISSN-L1617-4909

Languageen

Citations66

Files0 public / 0

ShelfHuman Mobility and Location-Based Analysis

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doi10.1007/s00779-018-1175-9

openalex_workW2862340573

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2022

Wheels Know Why You Travel

2022Enriching Large-Scale Trips With Fine-Grained Travel Purposes: A Semi-Supervised Deep Graph Embedding Framework

2019A Spatiotemporal Constraint Non-Negative Matrix Factorization Model to Discover Intra-Urban Mobility Patterns from Taxi Trips