Towards Data-Efficient Mobility Analytics in Spatial Networks

Original language	English
Supervisors	Jensen, Christian S., Principal supervisor Nielsen, Thomas Dyhre, Co-supervisor
Publisher	Aalborg Universitetsforlag
Electronic ISBNs	978-87-7210-977-0
DOIs	https://doi.org/10.54337/aau456351766
Publication status	Published - 2021

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• 10.54337/aau456351766

• PHD_TSJ_E-pdfFinal published version, 3.86 MB

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Activities

Activities per year 2019 2019 2019

• 1 Visiting another research institution

Activities per year

• University of Stuttgart

  Skovgaard Jepsen, T. (Visiting researcher)

  29 Sept 2019 → 21 Dec 2019

  Activity: Visiting another research institution

Prizes

• Best Paper Award

  Skovgaard Jepsen, T. (Recipient), Jensen, C. S. (Recipient), Nielsen, T. D. (Recipient) & Torp, K. (Recipient), 13 Dec 2018

  Prize: Conference prizes

  File

Research output

Research output per year 2017 2017 2018 2019 2020 2022 2022

• 4 Article in proceeding
• 2 Journal article

Research output per year

Research output per year

• Relational Fusion Networks: Graph Convolutional Networks for Road Networks

  Skovgaard Jepsen, T., Jensen, C. S. & Nielsen, T. D., Jan 2022, In: IEEE Transactions on Intelligent Transportation Systems. 23, 1, p. 418-429 12 p., 9167450.

  Research output: Contribution to journal › Journal article › Research › peer-review

  Open Access

  File

  • Road Network 100%
  • Graph Network 100%
  • Graph Convolutional Network 100%
  • Fusion Network 100%
  • Neural Network 16%
  29 Citations (Scopus)

  164 Downloads (Pure)

• Scalable Unsupervised Multi-Criteria Trajectory Segmentation and Driving Preference Mining

  Barth, F., Funke, S., Skovgaard Jepsen, T. & Proissl, C., 3 Nov 2020, BIGSPATIAL '20: Proceedings of the 9th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data. Chandola, V., Vatsavai, R. R. & Shashidharan, A. (eds.). Association for Computing Machinery (ACM), p. 1-10 10 p. 6

  Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review

  File

  • Preference Mining 100%
  • Driving Preferences 100%
  • Segmentation Preference 100%
  • Trajectory Segmentation 100%
  • Preference Model 100%
  6 Citations (Scopus)

  44 Downloads (Pure)

• Graph Convolutional Networks for Road Networks

  Skovgaard Jepsen, T., Jensen, C. S. & Nielsen, T. D., 5 Nov 2019, Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems. Banaei-Kashani, F., Trajcevski, G., Guting, R. H., Kulik, L. & Newsam, S. (eds.). Association for Computing Machinery (ACM), p. 460-463 4 p.

  Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review

  Open Access

  File

  • Graph Convolutional Network 100%
  • Road Network 100%
  • Machine Learning 16%
  • Machine Learning Technique 16%
  • Network Structures 16%
  34 Citations (Scopus)

  417 Downloads (Pure)

View all 6 research outputs

Cite this

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Skovgaard Jepsen, T. (2021). Towards Data-Efficient Mobility Analytics in Spatial Networks. Aalborg Universitetsforlag. https://doi.org/10.54337/aau456351766

Skovgaard Jepsen, Tobias. / Towards Data-Efficient Mobility Analytics in Spatial Networks. Aalborg Universitetsforlag, 2021. 169 p.

@misc{100848f185e4468eabc835d819060e3d,

title = "Towards Data-Efficient Mobility Analytics in Spatial Networks",

author = "{Skovgaard Jepsen}, Tobias",

note = "PhD supervisor: Prof. Christian S. Jensen, Aalborg University PhD Co-Supervisor: Assoc. Prof. Thomas Dyhre Nielsen, Aalborg University",

year = "2021",

doi = "10.54337/aau456351766",

language = "English",

series = "Ph.d.-serien for Det Tekniske Fakultet for IT og Design, Aalborg Universitet",

publisher = "Aalborg Universitetsforlag",

}

Skovgaard Jepsen, T 2021, 'Towards Data-Efficient Mobility Analytics in Spatial Networks'. https://doi.org/10.54337/aau456351766

Towards Data-Efficient Mobility Analytics in Spatial Networks. / Skovgaard Jepsen, Tobias.
Aalborg Universitetsforlag, 2021. 169 p.

Research output: PhD thesis

TY - GEN

T1 - Towards Data-Efficient Mobility Analytics in Spatial Networks

AU - Skovgaard Jepsen, Tobias

N1 - PhD supervisor: Prof. Christian S. Jensen, Aalborg University PhD Co-Supervisor: Assoc. Prof. Thomas Dyhre Nielsen, Aalborg University

PY - 2021

Y1 - 2021

U2 - 10.54337/aau456351766

DO - 10.54337/aau456351766

M3 - PhD thesis

T3 - Ph.d.-serien for Det Tekniske Fakultet for IT og Design, Aalborg Universitet

PB - Aalborg Universitetsforlag

ER -

Skovgaard Jepsen T. Towards Data-Efficient Mobility Analytics in Spatial Networks. Aalborg Universitetsforlag, 2021. 169 p. doi: 10.54337/aau456351766