Gpstransmode
GPS-TransMode leverages machine learning algorithms to predict transportation modes from raw GPS data
| Project Name | Stars | Downloads | Repos Using This | Packages Using This | Most Recent Commit | Total Releases | Latest Release | Open Issues | License | Language |
|---|---|---|---|---|---|---|---|---|---|---|
| Go Track | 25 | 7 years ago | mit | TypeScript | ||||||
| Go-Jek Tracking as a Service | ||||||||||
| Predicting Transportation Modes Of Gps Trajectories | 24 | 4 years ago | apache-2.0 | Python | ||||||
| Understanding transportation mode from GPS (Global Positioning System) traces is an essential topic in the data mobility domain. In this paper, a framework is proposed to predict transportation modes. This framework follows a sequence of five steps: (i) data preparation, where GPS points are grouped in trajectory samples; (ii) point features generation; (iii) trajectory features extraction; (iv) noise removal; (v) normalization. We show that the extraction of the new point features: bearing rate, the rate of rate of change of the bearing rate and the global and local trajectory features, like medians and percentiles enables many classifiers to achieve high accuracy (96.5%) and f1 (96.3%) scores. We also show that the noise removal task affects the performance of all the models tested. Finally, the empirical tests where we compare this work against state-of-art transportation mode prediction strategies show that our framework is competitive and outperforms most of them. | ||||||||||
| Transport Mode Gps Cnn | 20 | 4 years ago | 7 | mit | Python | |||||
| Inferring transportation modes from GPS trajectories using a Convolutional Neural Network | ||||||||||
| Gpstransmode | 17 | 4 years ago | Python | |||||||
| GPS-TransMode leverages machine learning algorithms to predict transportation modes from raw GPS data | ||||||||||
| Deep Semi Supervised Gps Transport Mode | 11 | 4 years ago | 1 | Python | ||||||
| Trajectorynet | 8 | 7 years ago | apache-2.0 | Python | ||||||
| Traveltimehmm | 7 | a year ago | 2 | R | ||||||
| Travel time prediction from GPS observations using an HMM | ||||||||||
| Roti | 6 | a year ago | 2 | wtfpl | ||||||
| Romanian Open Transit Initiative - repository of official, reverse engineered and converted transit resources which give you programmatic access to static (scheduled) or real-time data (positions, updates etc.) | ||||||||||
| Transportmodedetection | 5 | 6 years ago | Python | |||||||
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