Aruna Sivakumar

Imperial College London - Department of Civil and Environmental Engineering

Exhibition Road

London SW7 2AZ

United Kingdom

  • Imperial College London - Department of Civil and Environmental Engineering

SCHOLARLY PAPERS

5

DOWNLOADS

162

SSRN CITATIONS

4

CROSSREF CITATIONS

0

Scholarly Papers (5)

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1.

Using Digital Social Market Applications to Incentivise Active Travel: Empirical Analysis of a Smart City Initiative

Manca F, Daina N, Sivakumar A, Yi JW, Zavitsas K, Gemini G, Vegetti I, Dargan L, Marchet F. Using digital social market applications to incentivise active travel: Empirical analysis of a smart city initiative. Sustainable Cities and Society. 2022 Feb 1;77:103595.
Number of pages: 42 Posted: 04 Jun 2021 Last Revised: 21 Dec 2021
Francesco Manca, Nicolò Daina, Aruna Sivakumar, Jayne Wee Xin Yi, Konstantinos Zavitsas, Giuliana Gemini, Irene Vegetti, Liam Dargan and Francesco Marchet
Imperial College London - Department of Civil and Environmental Engineering, University of Strathclyde, Imperial College London - Department of Civil and Environmental Engineering, Imperial College London - Department of Civil and Environmental Engineering, affiliation not provided to SSRN, Polytechnic University of Milan, Polytechnic University of Milan, Connected Places Catapult and Connected Places Catapult
Downloads 44 (642,587)

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Active travel, Digital social market, Smart Cities, Social network, Sustainability.

2.

Modelling indirect social influence on choice behaviour: theory and empirical application on electric vehicle preferences

Modelling the influence of peers' attitudes on choice behaviour: Theory and empirical application on electric vehicle preferences. Transportation Research Part A: Policy and Practice, 140, 278-298. DOI: https://doi.org/10.1016/j.tra.2020.08.016
Number of pages: 31 Posted: 01 Jan 2020 Last Revised: 06 Jan 2022
Francesco Manca, Aruna Sivakumar, Nicolò Daina, Jonn Axsen and John W Polak
Imperial College London - Department of Civil and Environmental Engineering, Imperial College London - Department of Civil and Environmental Engineering, University of Strathclyde, Simon Fraser University (SFU) and Imperial College London - Department of Civil and Environmental Engineering
Downloads 39 (672,250)
Citation 2

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Indirect social influence; individual’s peer attitudes; electric vehicle adoption intention; transport modelling; hybrid choice models.

3.

Impact of Perceptions and Attitudes on Air Travel Choices in the Post-COVID-19 Era: A Cross-National Analysis of Stated Preference Data

Number of pages: 31 Posted: 12 May 2022
Francesco Manca, Jacek Pawlak and Aruna Sivakumar
Imperial College London - Department of Civil and Environmental Engineering, Imperial College London - Department of Civil and Environmental Engineering and Imperial College London - Department of Civil and Environmental Engineering
Downloads 30 (732,287)
Citation 1

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4.

Opening the Black Box: An Interpretability Evaluation Framework Using Land-Use Probing Tasks to Understand Deep Learning Traffic Prediction Models

Number of pages: 31 Posted: 14 May 2022
Xuehao Zhai, Fangce Guo and Aruna Sivakumar
Imperial College London, Imperial College London and Imperial College London - Department of Civil and Environmental Engineering
Downloads 29 (746,929)
Citation 2

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Traffic prediction, Deep learning, Interpretability evaluation, land-use Probing tasks, Partial Dependence Plot

5.

A Novel Interpretability Evaluation Framework to Understand Deep Learning Traffic Prediction Models

Number of pages: 31 Posted: 23 May 2022
Xuehao Zhai, Fangce Guo and Aruna Sivakumar
Imperial College London, Imperial College London and Imperial College London - Department of Civil and Environmental Engineering
Downloads 20 (810,153)

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Traffic prediction, Deep learning, Interpretability evaluation, land-use Probing tasks, Partial Dependence Plot