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Open Source Science

https://github.com/bhsh0112/roaddm

https://github.com/bhsh0112/roaddm

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (1.9%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: bhsh0112
  • Language: Python
  • Default Branch: main
  • Size: 67.1 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme

README.md

1 GetStart

1.1

pip install -r requirements.txt

1.2

1.2.1

python step0_transfer.py --mode xx

  • --modetrajeta_task3

1.2.2

python step1_mapMatching.py --mode xxx [--denoise]

  • --modetrajeta_task3
  • --denoisestore_true

1.2.3

python step2_rodeClassify.py

1.2.4 ETA

python step3_etaEst.py

1.2.5

python step4_transfer_jump.py python step4_mapMatching.py python step4_prediction.py

2

  • DM2024Dataset
  • runs
    • ori_xx.csvxx.csv
    • gcj_xx.csvxx.csv
    • matchedpointsxx.csvSTEP1xx.csvroad.csv
    • matchedpointsden_xx.csvSTEP1xx.csvroad.csv
    • road_filled.csvSTEP2
    • etataskfilled.csvSTEP3
  • step0_transfer.py
  • step1_mapMatching.py
  • step2_roadClassify.py
  • step3_etaEst.pyETA
  • step4_mapMatching
  • Step4_prediction

3

STEP0

    transfer.py

    "traj""eta_task""traj"`traj.csv``eta_task.csv`

STEP1

STEP2

'tunnel', 'bridge', 'roundabout', 'oneway''lanes', 'length', 'maxspeed'

pythonscikit-learnColumnTransformer

K

0.83

STEP3 ETA

(hightway)('lanes','tunnel','bridge','roundabout','oneway')

MSEMSE0.0002

TODO

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  • [ ] ETA
    • [x]
    • [x] ETA
    • [ ] ETA
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Owner

  • Name: Shan Hao
  • Login: bhsh0112
  • Kind: user
  • Company: 北京航空航天大学

a students

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