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Martin Raubal

ETH Zürich

SCHOLARLY PAPERS

9

DOWNLOADS

743

TOTAL CITATIONS

4

Scholarly Papers (9)

Intrinsic Complexity: Quantifying Task Complexity for Deep Learning-Based City-wide Traffic Prediction

Number of pages: 34 Posted: 21 Jan 2024
Nishant Kumar, Henry Martin and Martin Raubal
ETH Zürich, ETH Zürich and ETH Zürich
Downloads 136 (541,724)

Abstract:

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Deep learning, traffic prediction, parsimonious models, effective complexity, intrinsic complexity

Intrinsic Complexity: Quantifying Task Complexity for Deep Learning-Based City-Wide Traffic Prediction

Number of pages: 34 Posted: 15 Mar 2024
Nishant Kumar, Henry Martin and Martin Raubal
ETH Zürich, ETH Zürich and ETH Zürich
Downloads 75 (855,765)

Abstract:

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Deep Learning, Traffic prediction, parsimonious models, effective complexity, intrinsic complexity

2.

Interpreting Deep Learning Models for Traffic Forecast: A Case Study of Unet

Number of pages: 39 Posted: 25 Feb 2023
Jingyan Li, Yanan Xin, Ye Hong and Martin Raubal
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and ETH Zürich
Downloads 122 (592,433)

Abstract:

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short-term traffic forecast, Explainable Artificial Intelligence, spatio-temporal, contextual factors, feature attribution

3.

An Ontology-Based Approach for Harmonizing Metrics in Bike Network Evaluations

Number of pages: 29 Posted: 22 Mar 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, Singapore-ETH Centre and ETH Zürich
Downloads 88 (753,595)
Citation 2

Abstract:

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Keywords active mobility, multi-criteria evaluation, standardization, applied ontology

4.

Investigating Relationships between Built Environment and Urban Resilience: A Case Study of Singapore

Number of pages: 49 Posted: 20 Feb 2024
ETH Zurich, ETH Zurich, ETH Zürich and ETH Zurich
Downloads 83 (790,029)

Abstract:

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Built environment, Urban resilience, Urban vitality, COVID-19, Singapore

5.

Vresin: Externalizing Spatial Memory into 3d Sketch Maps

Number of pages: 33 Posted: 17 Apr 2024
Swiss Federal Institute of Technology Zurich (ETH Zurich), affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, ETH Zürich, affiliation not provided to SSRN and ETH Zürich
Downloads 75 (844,901)

Abstract:

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3D immersive sketching, virtual reality, tangible surface, layer interface, 3D sketch map, multi-layer building

6.

AI-Powered Interactive Visualization for Landscape Evolution in Virtual Reality

Number of pages: 41 Posted: 06 Dec 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, Swiss Federal Institute of Technology Zurich (ETH Zurich), affiliation not provided to SSRN, ETH Zürich, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 71 (883,195)

Abstract:

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virtual reality, 3D Geovisualization, Spatiotemporal 
Cognition, Historical maps, Geography Education, artificial intelligence

7.

Counterfactual Explanations for Deep Learning-Based Traffic Forecasting

Number of pages: 30 Posted: 21 Jun 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and ETH Zürich
Downloads 46 (1,109,210)
Citation 2

Abstract:

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Traffic Forecast, Deep learning, Counterfactual Explanations, Explainable Artificial Intelligence

8.

Vehicle-to-Grid for Car Sharing - a Simulation Study for 2030

Number of pages: 30 Posted: 23 Nov 2023
affiliation not provided to SSRN, affiliation not provided to SSRN, University of Applied Sciences and Arts of Southern Switzerland, affiliation not provided to SSRN, University College London and ETH Zürich
Downloads 29 (1,332,057)

Abstract:

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ancillary services, car sharing, transport simulation, mode choice modeling

9.

The “Video Game Effect” in Remote Driving: Presence Experience, Spatial Awareness, and Driving Behaviour in a Test-Track Study

Number of pages: 28 Posted: 16 Apr 2026
affiliation not provided to SSRN, Nanyang Technological University, Nanyang Technological University, Nanyang Technological University, ETH Zürich and Nanyang Technological University
Downloads 18 (1,470,786)

Abstract:

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Teleoperation, Remote Driving, Telepresence, Situation Awareness, Spatial Awareness, Immersion