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Transportation Mode Detection from GPS data: A Data Science Benchmark study
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Transportation Mode Detection from GPS data: A Data Science Benchmark study (2021)Transportation Mode Detection from GPS da…Transportation mode identification with GPS trajectory data and GIS information (2021)Transportation mode identific…Unsupervised Deep Learning for GPS-Based Transportation Mode Identification (2020)Unsupervised Deep Learning fo…Detecting Travel Modes Using Rule-Based Classification System and Gaussian Process Classifier (2019)Detecting Travel Modes Using …Detecting travel modes from smartphone-based travel surveys with continuous hidden Markov models (2019)Detecting travel modes from s…Combining Bayesian Inference and Clustering for Transport Mode Detection from Sparse and Noisy Geolocation Data (2019)Combining Bayesian Inference …A fuzzy logic based transport mode detection framework in urban environment (2018)A fuzzy logic based transport…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…Impact of Crowdsourced Data Quality on Travel Pattern Estimation (2017)Impact of Crowdsourced Data Q…Transportation mode recognition using GPS and accelerometer data (2013)Transportation mode recogniti…Transportation mode-based segmentation and classification of movement trajectories (2012)Transportation mode-based seg…Inferring hybrid transportation modes from sparse GPS data using a moving window SVM classification (2012)Inferring hybrid transportati…Transportation mode detection using mobile phones and GIS information (2011)Transportation mode detection…Understanding transportation modes based on GPS data for web applications (2010)Understanding transportation …Processing Raw Data from Global Positioning Systems without Additional Information (2009)Processing Raw Data from Glob…Understanding mobility based on GPS data (2008)Understanding mobility based …The Measurement of Observer Agreement for Categorical Data (1977)Assessing agreement on classification tasks: the kappa statistic (1996)Learning transportation mode from raw gps data for geographic applications on the web (2008)Urban sensing: Using smartphones for transportation mode classification (2014)Travel mode detection based on GPS track data and Bayesian networks (2015)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)Using GPS to learn significant locations and predict movement across multiple users (2003)Transportation mode inference from anonymized and aggregated mobile phone call detail records (2010)What We Know and Don't Know about Online Word-of-Mouth: A Review and Synthesis of the Literature (2014)Analysis of human mobility patterns from GPS trajectories and contextual information (2015)How Good is Volunteered Geographical Information? A Comparative Study of OpenStreetMap and Ordnance Survey Datasets (2010)Transportation mode detection – an in-depth review of applicability and reliability (2016)Wheelmap: the wheelchair accessibility crowdsourcing platform (2017)Understanding the Impacts of Human Mobility on Accessibility Using Massive Mobile Phone Tracking Data (2018)Elimination of the Travel Diary: Experiment to Derive Trip Purpose from Global Positioning System Travel Data (2001)Route choice of cyclists in Zurich (2010)A GPS/GIS method for travel mode detection in New York City (2011)Using Global Positioning Systems in Health Research (2011)Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands (2009)Mobile Sensing in Environmental Health and Neighborhood Research (2018)Transport mode detection based on mobile phone network data: A systematic review (2019)Inferring High-Level Behavior from Low-Level Sensors (2003)Inferring fine-grained transport modes from mobile phone cellular signaling data (2019)Travel Mode Identification With GPS Trajectories Using Wavelet Transform and Deep Learning (2020)A systematic comparative evaluation of machine learning classifiers and discrete choice models for travel mode choice in the presence of response heterogeneity (2022)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)Semi-Supervised Deep Learning Approach for Transportation Mode Identification Using GPS Trajectory Data (2019)Next place prediction using mobility Markov chains (2012)Understanding Human Mobility from Twitter (2015)Human mobility: Models and applications (2018)Application of Machine Learning to Child Mode Choice with a Novel Technique to Optimize Hyperparameters (2022)Trajectory-as-A-Sequence: A Novel Travel Mode Identification Framework (2022)A novel one-stage approach for pointwise transportation mode identification inspired by point cloud processing (2023)
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References

  • 2008Understanding mobility based on GPS data1,131 cited
  • 2010Understanding transportation modes based on GPS data for web applications485 cited
  • 2011Transportation mode detection using mobile phones and GIS information451 cited
  • 2017Inferring transportation modes from GPS trajectories using a convolutional neural network404 cited
  • 2009Processing Raw Data from Global Positioning Systems without Additional Information326 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
  • 2012Transportation mode-based segmentation and classification of movement trajectories165 cited
  • 2017Travel Mode Detection Using GPS Data and Socioeconomic Attributes Based on a Random Forest Classifier114 cited
  • 2021Transportation mode identification with GPS trajectory data and GIS information87 cited
  • 2019Detecting Travel Modes Using Rule-Based Classification System and Gaussian Process Classifier65 cited
  • 2020Unsupervised Deep Learning for GPS-Based Transportation Mode Identification43 cited
  • 2019Detecting travel modes from smartphone-based travel surveys with continuous hidden Markov models36 cited
  • 2019Combining Bayesian Inference and Clustering for Transport Mode Detection from Sparse and Noisy Geolocation Data

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21 cited
  • 2018A fuzzy logic based transport mode detection framework in urban environment19 cited
  • 2017Impact of Crowdsourced Data Quality on Travel Pattern Estimation16 cited
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