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Travel mode classification based on GNSS trajectories and open geospatial data
16 references·2 citing·34 second hop
Travel mode classification based on GNSS trajectories and open geospatial data (2022)Travel mode classification based on GNSS …Travel Mode Identification With GPS Trajectories Using Wavelet Transform and Deep Learning (2020)Travel Mode Identification Wi…Semi-supervised deep ensemble learning for travel mode identification (2020)Semi-supervised deep ensemble…Semi-Supervised Deep Learning Approach for Transportation Mode Identification Using GPS Trajectory Data (2019)Semi-Supervised Deep Learning…Trip chaining and tour mode choice of non-workers grouped by daily activity patterns (2018)Trip chaining and tour mode c…Travel Mode Detection Using GPS Data and Socioeconomic Attributes Based on a Random Forest Classifier (2017)Travel Mode Detection Using G…Inferring transportation modes from GPS trajectories using a convolutional neural network (2017)Inferring transportation mode…Comparison of advanced imputation algorithms for detection of transportation mode and activity episode using GPS data (2016)Comparison of advanced imputa…Travel mode detection based on GPS track data and Bayesian networks (2015)Travel mode detection based o…Use of acceleration data for transportation mode prediction (2014)Use of acceleration data for …Transportation mode recognition using GPS and accelerometer data (2013)Transportation mode recogniti…Inferring hybrid transportation modes from sparse GPS data using a moving window SVM classification (2012)Inferring hybrid transportati…Discovering regions of different functions in a city using human mobility and POIs (2012)Discovering regions of differ…Transportation mode detection using mobile phones and GIS information (2011)Transportation mode detection…A GPS/GIS method for travel mode detection in New York City (2011)A GPS/GIS method for travel m…Understanding mobility based on GPS data (2008)Understanding mobility based …Learning transportation mode from raw gps data for geographic applications on the web (2008)Learning transportation mode …Smartphone-Based CO2e Emission Estimation Using Transportation Mode Classification (2023)Smartphone-Based CO2e Emissio…Evaluating geospatial context information for travel mode detection (2023)Evaluating geospatial context…The Measurement of Observer Agreement for Categorical Data (1977)Assessing agreement on classification tasks: the kappa statistic (1996)Urban sensing: Using smartphones for transportation mode classification (2014)Machine learning applications in activity-travel behaviour research: a review (2020)Learning and inferring transportation routines (2007)Review of GPS Travel Survey and GPS Data-Processing Methods (2014)Applying mobile phone data to travel behaviour research: A literature review (2017)Household travel surveys: Where are we going? (2006)Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands (2009)Processing Raw Data from Global Positioning Systems without Additional Information (2009)Combining smart card data and household travel survey to analyze jobs–housing relationships in Beijing (2015)Algorithmic Geographies: Big Data, Algorithmic Uncertainty, and the Production of Geographic Knowledge (2016)Assessing the potential for carbon emissions savings from replacing short car trips with walking and cycling using a mixed GPS-travel diary approach (2018)Using GPS to learn significant locations and predict movement across multiple users (2003)Next place prediction using mobility Markov chains (2012)Understanding Human Mobility from Twitter (2015)Human mobility: Models and applications (2018)Inferring High-Level Behavior from Low-Level Sensors (2003)Understanding transportation modes based on GPS data for web applications (2010)DIRECT AND INVERSE SOLUTIONS OF GEODESICS ON THE ELLIPSOID WITH APPLICATION OF NESTED EQUATIONS (1975)The station-free sharing bike demand forecasting with a deep learning approach and large-scale datasets (2018)Optimal Detection of Changepoints With a Linear Computational Cost (2012)Review and evaluation of methods in transport mode detection based on GPS tracking data (2021)Trajectory-as-A-Sequence: A Novel Travel Mode Identification Framework (2022)Conditional logit analysis of qualitative choice behavior (1972)A Survey of Digital Map Processing Techniques (2014)Travel Mode Detection Based on GPS Raw Data Collected by Smartphones: A Systematic Review of the Existing Methodologies (2016)Smartphones as an integrated platform for monitoring driver behaviour: The role of sensor fusion and connectivity (2018)Transportation mode identification with GPS trajectory data and GIS information (2021)Mobile Sensing in Environmental Health and Neighborhood Research (2018)Transport mode detection based on mobile phone network data: A systematic review (2019)Modeling User Activity Preference by Leveraging User Spatial Temporal Characteristics in LBSNs (2014)Methodologies for Cross-Domain Data Fusion: An Overview (2015)Extracting urban functional regions from points of interest and human activities on location‐based social networks (2017)
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References

  • 2012Discovering regions of different functions in a city using human mobility and POIs1,136 cited
  • 2008Understanding mobility based on GPS data1,131 cited
  • 2008Learning transportation mode from raw gps data for geographic applications on the web616 cited
  • 2011Transportation mode detection using mobile phones and GIS information451 cited
  • 2017Inferring transportation modes from GPS trajectories using a convolutional neural network404 cited
  • 2011A GPS/GIS method for travel mode detection in New York City293 cited
  • 2013Transportation mode recognition using GPS and accelerometer data235 cited
  • 2012Inferring hybrid transportation modes from sparse GPS data using a moving window SVM classification191 cited
  • 2019Semi-Supervised Deep Learning Approach for Transportation Mode Identification Using GPS Trajectory Data156 cited
  • 2015Travel mode detection based on GPS track data and Bayesian networks154 cited
  • 2017Travel Mode Detection Using GPS Data and Socioeconomic Attributes Based on a Random Forest Classifier114 cited
  • 2014Use of acceleration data for transportation mode prediction101 cited
  • 2020Travel Mode Identification With GPS Trajectories Using Wavelet Transform and Deep Learning87 cited
  • 2016Comparison of advanced imputation algorithms for detection of transportation mode and activity episode using GPS data

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83 cited
  • 2018Trip chaining and tour mode choice of non-workers grouped by daily activity patterns78 cited
  • 2020Semi-supervised deep ensemble learning for travel mode identification69 cited
  • Cited by

    • 2023Evaluating geospatial context information for travel mode detection11 cited
    • 2023Smartphone-Based CO2e Emission Estimation Using Transportation Mode Classification10 cited