default author photo

Constantinos Antoniou

Technische Universität München (TUM)

SCHOLARLY PAPERS

17

DOWNLOADS

1,420

TOTAL CITATIONS

10

Scholarly Papers (17)

1.

Shared Mobility Services Towards Mobility as a Service (MaaS): What, Who and When?

Narayanan, Santhanakrishnan & Antoniou, Constantinos. (2023). Shared mobility services towards Mobility as a Service (MaaS): What, who and when?. Transportation Research Part A: Policy and Practice, 168. doi: 10.1016/j.tra.2023.103581.
Number of pages: 20 Posted: 09 Aug 2022 Last Revised: 29 May 2024
Santhanakrishnan Narayanan and Constantinos Antoniou
Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 360
Citation 7

Abstract:

Loading...

Bike-sharing, Car-sharing, Ride-hailing, Shared mobility, Mobility as a Service (MaaS), Mode choice

2.

Impact of UAM Sitting on Travel Time Savings and Accessibility Improvements: A Case Study of Munich Metropolitan Area

Number of pages: 8 Posted: 23 Jun 2023
Tao Guo, Hao Wu and Constantinos Antoniou
Technische Universität München (TUM) - School of Engineering and Design, Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 159

Abstract:

Loading...

UAM, vertiports allocation, clustering algorithm, travel time saving, accessibility

3.

Can Emerging Mobility Solutions Complement Public Transport and Lead to a Sustainable Future?: A case study on Regensburg, Germany

Case Studies on Transport Policy, Volume 19. doi:10.1016/j.cstp.2024.101338
Number of pages: 21 Posted: 15 Sep 2022 Last Revised: 14 Nov 2025
Technische Universität München (TUM), Technische Universität München (TUM), affiliation not provided to SSRN, Transport & Mobility Leuven and Technische Universität München (TUM)
Downloads 120
Citation 1

Abstract:

Loading...

Shared mobility, Autonomous Vehicles (AVs), Dedicated (exclusive) Bus Lanes (DBLs), Emissions, Household car-ownership, Intermediate transport modelling approach

4.

Transfer Learning in Spatiotemporal Graph Neural Networks for Traffic Forecasting: Taxonomy, Analysis, and Future Directions

Number of pages: 36 Posted: 15 Jan 2026
Technische Universität München (TUM), Technische Universität München (TUM), University of Queensland, University of Queensland and Technische Universität München (TUM)
Downloads 118

Abstract:

Loading...

Traffic Forecasting, Transfer Learning, Graph Neural Networks, Spatiotemporal Models

5.

Machine Learning for Data-Centric Transport Mode Detection: A Systematic Review

Number of pages: 25 Posted: 18 Sep 2024
Ningkang Yang, Christelle Al Haddad, Iuliia Yamnenko and Constantinos Antoniou
affiliation not provided to SSRN, Technische Universität München (TUM), affiliation not provided to SSRN and Technische Universität München (TUM)
Downloads 113

Abstract:

Loading...

Intelligent Transportation Systems, Transport mode detection, Systematic review, machine learning, Location-aware data, Location-unaware data

6.

Can Bike-Sharing Systems Reduce Private Car Use? - An Exploration Through The Comparison of Discrete Choice and Machine Learning Models

Narayanan, Santhanakrishnan, Nikita Makarov, Evripidis Magkos, Josep Maria Salanova Grau, Georgia Aifadopoulou, and Constantinos Antoniou. 2023. "Can Bike-Sharing Reduce Car Use in Alexandroupolis? An Exploration through the Comparison of Discrete Choice and Machine Learning Models" Smart Cities 6,
Number of pages: 13 Posted: 20 Sep 2022 Last Revised: 29 May 2024
Technische Universität München (TUM), Technische Universität München (TUM), Centre for Research and Technology Hellas (CERTH) - Hellenic Institute of Transport (HIT), Centre for Research and Technology Hellas (CERTH) - Hellenic Institute of Transport (HIT), Centre for Research and Technology Hellas (CERTH) - Hellenic Institute of Transport (HIT) and Technische Universität München (TUM)
Downloads 112
Citation 2

Abstract:

Loading...

Bike-sharing, Shared mobility, Sustainable urban mobility, Bicycles, Mode choice, Machine learning

7.

Bus Scheduling with Heterogeneous Fleets: A Proposal and Analysis of Computational Intelligence Algorithms

Number of pages: 52 Posted: 19 Jun 2023
Mohammad Sadrani, Alejandro Tirachini and Constantinos Antoniou
Technische Universität München (TUM), University of Twente and Technische Universität München (TUM)
Downloads 81

Abstract:

Loading...

Mixed-fleet bus scheduling, Optimization, Resource allocation, Trip comfort, Computational intelligence, Grey wolf optimizer.

8.

A Comprehensive Review of the Socio-Economic Appraisal Methodologies of the Road Safety Measures

Number of pages: 66 Posted: 20 Dec 2024
Arunava Putatunda, Christelle Al Haddad and Constantinos Antoniou
Technische Universität München (TUM), Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 73

Abstract:

Loading...

Socio-economic, appraisal, road safety measures, road safety, systematic review

9.

An Elephant in the Bus: Violence Against Women

Number of pages: 39 Posted: 29 Aug 2025
Mohamed Abouelela, Christelle Al Haddad and Constantinos Antoniou
Technische Universität München (TUM), Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 67

Abstract:

Loading...

Gender-Based-Violence, Public Transportation, Travel Behavior, Women

10.

Cost matters for micromobility, but so does safety: Investigation of mode choice and induced demand

Number of pages: 32 Posted: 17 Nov 2025 Last Revised: 28 Mar 2026
Santhanakrishnan Narayanan, Arunava Putatunda and Constantinos Antoniou
Technische Universität München (TUM), Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 54

Abstract:

Loading...

Micromobility, Mode choice, Induced demand, Risk, Road safety, Road illumination, Mixed models

11.

CAP-Merging: A Cognitive-Aware Personalized Multi-Modal Transformer for Vehicle Merging Behavior Recognition

Number of pages: 36 Posted: 12 Nov 2025
Central South University, Central South University, Delft University of Technology - Faculty of Technology, Policy and Management and Technische Universität München (TUM)
Downloads 36

Abstract:

Loading...

Vehicle merging prediction, cognitive-aware modeling, personalized driving style, multi-modal transformer, temporal dynamics, driver assistance systems

12.

The Mobility as a Service Potential Index (MaaSPI): Assessing the Conditions for MaaS Across Countries Based on Public Sources

Number of pages: 33 Posted: 11 Sep 2024
César Núñez and Constantinos Antoniou
Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 33

Abstract:

Loading...

Mobility as a Service (MaaS), index, barriers, developing countries, Global South

13.

Improving e-scooter safety through kinematic data-based event detection

Number of pages: 37 Posted: 06 Apr 2026
RWTH Aachen University, RWTH Aachen University, Delft University of Technology, RWTH Aachen University, Technische Universität München (TUM), RWTH Aachen University and RWTH Aachen University
Downloads 30

Abstract:

Loading...

E-scooter, safety-critical locations, smartphone sensors, kinematic data, Machine Learning

14.

Few-Shot Adaptation for Detecting New Transport Modes using MAML-Optimized Prototypical Mixture-of-Experts Networks

Number of pages: 17 Posted: 13 Apr 2026
Ningkang Yang, Xinhui Shan, Tao Guo, Iuliia Yamnenko and Constantinos Antoniou
affiliation not provided to SSRN, KU Leuven, Technische Universität München (TUM) - School of Engineering and Design, affiliation not provided to SSRN and Technische Universität München (TUM)
Downloads 26

Abstract:

Loading...

Transport Mode Detection, Meta-learning, Few-shot learning, New Mode Detection, Incremental Adaptation

15.

Is X-Minute City Accessibility Associated with Mode-Specific Travel Behavior? District-Level Evidence from Munich

Number of pages: 16 Posted: 25 May 2026
Hamza Begic, Amélie Casparé and Constantinos Antoniou
Technical University of Munich, affiliation not provided to SSRN and Technische Universität München (TUM)
Downloads 21

Abstract:

Loading...

X-minute city, Urban mobility, Modal split, Munich, Statistical Analysis, Travel Behavior

16.

Vanishing Stops: The Hidden Cost of Short-Turning in Railway Punctuality Measurement

Number of pages: 18 Posted: 18 Jul 2026
Hamza Begic, Barun Das and Constantinos Antoniou
Technical University of Munich, Technical University of Munich and Technische Universität München (TUM)
Downloads 13

Abstract:

Loading...

railway, punctuality, delay, cancellation, short-turn, Germany

17.

Unsupervised public transit trip purpose inference via cross-attention fusion of dynamic spatiotemporal and static functional semantics

Number of pages: 36 Posted: 23 Jul 2026
Jiayu Yang, Linchang Shi, Jaeyoung Lee, Keechoo Choi and Constantinos Antoniou
Central South University, Central South University, Central South University, Ajou University and Technische Universität München (TUM)
Downloads 4

Abstract:

Loading...

Travel purpose, public transit smart card data, travel semantics, graph auto-encoder, cross-attention mechanism

Other Papers (1)

Total Downloads: 121
1.

Household car-ownership in a world of constant change -The continued influence of traditional variables and the rising influence of emerging mobility scenarios

Number of pages: 30 Posted: 27 Jun 2022 Last Revised: 08 Dec 2024
Technische Universität München (TUM), Technische Universität München (TUM) and Technische Universität München (TUM)
Downloads 121

Abstract:

Loading...

Car-ownership models, Shared mobility, Cargo-bike, Public parking, Travel behaviour, Sustainable urban mobility