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Copyright © DeNA Co.,Ltd. All Rights Reserved.
February 28, 2018
Takuma Oda
Automotive Division
DeNA Co., Ltd.
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n N
n D
n
0 e D / 2
/I 6 7 A
/ 0 12
2
Copyright © DeNA Co.,Ltd. All Rights Reserved.
Copyright © DeNA Co.,Ltd. All Rights Reserved.
Copyright © DeNA Co.,Ltd. All Rights Reserved.
Agenda
n
n
5
Copyright © DeNA Co.,Ltd. All Rights Reserved.
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
https://medium.com/uber-under-the-hood/uber-public-transit-changing-southern-californias-car-culture-540b2021091
https://newsroom.uber.com/us-oregon/uber-and-portland-metros-public-transportation-working-together/
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
M
S G
https://whimapp.com/
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n E
n
L
n
L 5 H
https://360.here.com/1-million-kilometers-here-hd-live-map
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n L
n
G C
https://coord.co
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
n
https://movement.uber.com
Copyright © DeNA Co.,Ltd. All Rights Reserved.
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
Cartography © OpenStreetMap contributors
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
n
n
n
© 2017 Google, ZENRIN
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
Paul Newson and John Krumm. Hidden markov map matching through noise and sparseness. In GIS’09, pages 336–343, 2009
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
Cartography © OpenStreetMap contributors
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
n
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
n
I F
I
n
I
Wang, Y., Zheng, Y., Xue, Y. Travel Time Estimation of a Path using Sparse Trajectories. In Proc. of KDD 2014
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
I
R EM
n L
Ziebart, B., Maas, A., Dey, A. and Bagnell, J. Navigate like a cabbie: Probabilistic reasoning
from observed context-aware behavior. In Proc. Ubicomp 2008, ACM Press (2008): 322
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
n
n
Matching distance 95 % Matching
54.3 34.7
MaxEnt IRL 70.7 62.1
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
Copyright © DeNA Co.,Ltd. All Rights Reserved.
n
N
n D A N
Copyright © DeNA Co.,Ltd. All Rights Reserved.

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機械学習を活用したモビリティサービスの地図データ整備

  • 1. Copyright © DeNA Co.,Ltd. All Rights Reserved. February 28, 2018 Takuma Oda Automotive Division DeNA Co., Ltd.
  • 2. Copyright © DeNA Co.,Ltd. All Rights Reserved. n N n D n 0 e D / 2 /I 6 7 A / 0 12 2
  • 3. Copyright © DeNA Co.,Ltd. All Rights Reserved.
  • 4. Copyright © DeNA Co.,Ltd. All Rights Reserved.
  • 5. Copyright © DeNA Co.,Ltd. All Rights Reserved. Agenda n n 5
  • 6. Copyright © DeNA Co.,Ltd. All Rights Reserved.
  • 7. Copyright © DeNA Co.,Ltd. All Rights Reserved. n https://medium.com/uber-under-the-hood/uber-public-transit-changing-southern-californias-car-culture-540b2021091 https://newsroom.uber.com/us-oregon/uber-and-portland-metros-public-transportation-working-together/
  • 8. Copyright © DeNA Co.,Ltd. All Rights Reserved. n M S G https://whimapp.com/
  • 9. Copyright © DeNA Co.,Ltd. All Rights Reserved. n
  • 10. Copyright © DeNA Co.,Ltd. All Rights Reserved. n E n L n L 5 H https://360.here.com/1-million-kilometers-here-hd-live-map
  • 11. Copyright © DeNA Co.,Ltd. All Rights Reserved. n L n G C https://coord.co
  • 12. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n https://movement.uber.com
  • 13. Copyright © DeNA Co.,Ltd. All Rights Reserved.
  • 14. Copyright © DeNA Co.,Ltd. All Rights Reserved. n Cartography © OpenStreetMap contributors
  • 15. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n n n © 2017 Google, ZENRIN
  • 16. Copyright © DeNA Co.,Ltd. All Rights Reserved. n Paul Newson and John Krumm. Hidden markov map matching through noise and sparseness. In GIS’09, pages 336–343, 2009
  • 17. Copyright © DeNA Co.,Ltd. All Rights Reserved. n Cartography © OpenStreetMap contributors
  • 18. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n
  • 19. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n I F I n I Wang, Y., Zheng, Y., Xue, Y. Travel Time Estimation of a Path using Sparse Trajectories. In Proc. of KDD 2014
  • 20. Copyright © DeNA Co.,Ltd. All Rights Reserved. n I R EM n L Ziebart, B., Maas, A., Dey, A. and Bagnell, J. Navigate like a cabbie: Probabilistic reasoning from observed context-aware behavior. In Proc. Ubicomp 2008, ACM Press (2008): 322
  • 21. Copyright © DeNA Co.,Ltd. All Rights Reserved. n n n Matching distance 95 % Matching 54.3 34.7 MaxEnt IRL 70.7 62.1
  • 22. Copyright © DeNA Co.,Ltd. All Rights Reserved. n
  • 23. Copyright © DeNA Co.,Ltd. All Rights Reserved. n N n D A N
  • 24. Copyright © DeNA Co.,Ltd. All Rights Reserved.