Selpi Selpi

Head of Division at Data Science and AI

My current research interests are on data-centric AI, learning and decision making from multiple sensors (multimodal and multi-view learning), unsupervised learning, interpretable AI, and their applications to e.g., autonomous driving and traffic safety.

Check out this link to read a bit of my work in the EU project called PANACEA, and watch this podcast to get some updated information.

Source: chalmers.se
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Showing 38 publications

2023

Spatiotemporal Interaction Pattern Recognition and Risk Evolution Analysis During Lane Changes

Yue Zhang, Yajie Zou, Selpi Selpi et al
IEEE Transactions on Intelligent Transportation Systems. Vol. 24 (6), p. 6663-6673
Journal article
2023

Scenario-based trajectory generation and density estimation towards risk analysis of autonomous vehicles

Edvin Johansson, Matilda Sönnergaard, Selpi Selpi et al
IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC, p. 1375-1380
Paper in proceeding
2023

Potential impact of autonomous vehicles in mixed traffic from simulation using real traffic flow

Eleonora Andreotti, Selpi Selpi, Pinar Boyraz Baykas
Journal of Intelligent and Connected Vehicles. Vol. 6 (1), p. 1-15
Journal article
2022

Cooperative merging strategy between connected autonomous vehicles in mixed traffic

Eleonora Andreotti, Selpi Selpi, Maytheewat Aramrattana
IEEE Open Journal of Intelligent Transportation Systems. Vol. 3, p. 825-837
Journal article
2022

Optimization of Two-Phase Sampling Designs with Application to Naturalistic Driving Studies

Henrik Imberg, Vera Lisovskaja, Selpi Selpi et al
IEEE Transactions on Intelligent Transportation Systems. Vol. 23 (4), p. 3575-3588
Journal article
2022

Behavioral adaptation of drivers when driving among automated vehicles

Maytheewat Aramrattana, Jiali Fu, Selpi Selpi
Journal of Intelligent and Connected Vehicles. Vol. 5 (3), p. 309-315
Journal article
2022

Safety benefit of cooperative control for heterogeneous traffic on-ramp merging

Xiao Jing, Xin Pei, Song Yan et al
Transportation Safety and Environment. Vol. 4 (4)
Journal article
2021

Analytical Method of Traffic Conflict at Urban Road Intersections Based on Risk Region

Yichen Lu, Yajie Zou, Kai Cheng et al
Tongji Daxue Xuebao/Journal of Tongji University. Vol. 49 (7), p. 941-948
Journal article
2021

Lane-Level Map Matching based on HMM

Anders Hansson, Ellen Korsberg, Roza Maghsood et al
IEEE Transactions on Intelligent Vehicles. Vol. 6 (3), p. 430-439
Journal article
2021

A Modular, Adaptive, and Autonomous Transit System (MAATS): A In-motion Transfer Strategy and Performance Evaluation in Urban Grid Transit Networks

Jiaming Wu, Balázs Adam Kulcsár, Selpi Selpi et al
Transportation Research Part A: General. Vol. 151, p. 81-98
Journal article
2021

Mathematical Definitions of Scene and Scenario for Analysis of Automated Driving Systems in Mixed-Traffic Simulations

Eleonora Andreotti, Pinar Boyraz Baykas, Selpi Selpi
IEEE Transactions on Intelligent Vehicles. Vol. 6 (2), p. 366-375
Journal article
2020

Comparison of Car-Following Behavior in Terms of Safety Indicators Between China and Sweden

Tong Liu, Selpi Selpi
IEEE Transactions on Intelligent Transportation Systems. Vol. 21 (9), p. 3696-3705
Journal article
2020

Safety-centred analysis of transition stages to traffic with fully autonomous vehicles

Eleonora Andreotti, Pinar Boyraz Baykas, Selpi Selpi
IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC
Paper in proceeding
2020

Characterisation of Motorway Driving Style Using Naturalistic Driving Data

Teemu Itkonen, Esko Lehtonen, Selpi Selpi
Transportation Research Part F: Traffic Psychology and Behaviour. Vol. 69, p. 72-79
Journal article
2019

Analysis of SHRP2 Data to Understand Normal and Abnormal Driving Behavior in Work Zones

Carol A. Flannagan, Selpi Selpi, Pinar Boyraz Baykas et al
Report
2018

Using Scaling Methods to Improve Support Vector Regression’s Performance for Travel Time and Volume Predictions

Amanda Yan Lin, Mengcheng Zhang, Selpi Selpi
Time Series Analysis and Forecasting, Contributions to Statistics, p. 115-127
Paper in proceeding
2018

The Relationship between Different Safety Indicators in Car-following Situations

Tong Liu, Selpi Selpi, Rui Fu
IEEE Intelligent Vehicles Symposium, Proceedings. Vol. 2018-June, p. 1515-1520
Paper in proceeding
2017

Combining Support Vector Regression with Scaling Methods for Highway Tollgates Travel Time and Volume Predictions

Amanda Yan Lin, Mengcheng Zhang, Selpi Selpi
Proceedings of International Work-Conference on Time Series Analysis (ITISE 2017), Granada, 18-20 September 2017. Vol. 1, p. 411-421
Paper in proceeding
2017

Economics of Road Safety – What does it imply under the 2030 Agenda for Sustainable Development?

Jac Wismans, Selpi Selpi, Marie Thynell et al
10th Regional Environmentally Sustainable Transport (EST) Forum in Asia, 14-16 March 2017 in Vientiane, Lao PDR, p. 1-58
Other conference contribution
2015

Driving Signature Extraction

Ekim Yurtsever, Chiyomi Miyajima, Selpi Selpi et al
Proceedings of the 3rd International Symposium on Future Active Safety Technology Towards Zero Traffic Accidents (FAST-zero 2015)
Paper in proceeding
2015

A Review of Research on Driving Styles and Road Safety

Fridulv Sagberg, Selpi Selpi, Giulio Bianchi Piccinini et al
Human Factors. Vol. 57 (No. 7, November 2015), p. 1248- 1275
Review article
2015

The effect of curve geometry on driver behaviour in curves by using naturalistic driving data

Andréa Palmberg, Jakob Imberg, Selpi Selpi et al
Proceedings of the 3rd International Symposium on Future Active Safety Technology Towards Zero Traffic Accidents (FAST-zero 2015)
Paper in proceeding
2015

Mutual Recognition Methodology Development

Carol A.C. Flannagan, Paul E. Green, Kathleen D. Klinich et al
Report
2012

Deliverable D5.3: Final delivery of data and answers to questionnaires

Stefanie Schoch, Leandro Guidotti, Andràs Csepinszky et al
Report
2012

Deliverable D11.3: Final Report

Christoph Kessler, Aria Etemad, Giancarlo Alessandretti et al
Report
2012

Investigating visually distracted driver reactions in rear-end crashes and near crashes based on 100-car study data

Henrik Lind, Selpi Selpi, Marco Dozza
In D. de Waard, N. Merat, A.H. Jamson, Y. Barnard, and O.M.J. Carsten (Eds.) (2012). Human Factors of Systems and Technology, p. 201-211
Paper in proceeding
2012

Deliverable D3.3: Data management in euroFOT

Selpi Selpi, Samuel Borgen, Jonas Bärgman et al
Report
2011

Automatic real-time FACS-coder to anonymise drivers in eye tracker videos

Selpi Selpi, Torsten Wilhelm, Marcus N E Jansson et al
Proceedings of the IEEE International Conference on Computer Vision. 2011 IEEE International Conference on Computer Vision Workshops, ICCV Workshops 2011, Barcelona, 6-13 November 2011, p. 1986-1993
Paper in proceeding
2011

On data security and analysis platforms for analysis of naturalistic driving data

Jonas Bärgman, Helena Gellerman, Jordanka Kovaceva et al
Proceedings of the 8th European Congress and Exhibition on Intelligent Transport Systems and Services, June 2011, Lyon
Paper in proceeding
2009

Predicting functional upstream open reading frames in Saccharomyces cerevisiae

Selpi Selpi, Christopher H. Bryant, Graham Kemp et al
BMC Bioinformatics. Vol. 10, p. 451-
Journal article
2008

Using mRNA Secondary Structure Predictions Improves Recognition of Known Yeast Functional uORFs

Selpi Selpi, C. H. Bryant, Graham Kemp
Wehenkel, L., d'Alché-Buc, F., Moreau, Y. and Geurts, P. (eds.) MLSB08, The Second International Workshop on Machine Learning in Systems Biology, Brussels, 13-14 September 2008., p. 85-93
Paper in proceeding
2007

Using Inductive Logic Programming to Predict Functional Upstream Open Reading Frames in Yeast

Selpi Selpi, C. H. Bryant, Graham Kemp et al
15th Annual International Conference on Intelligent Systems for Molecular Biology & 6th European Conference on Computational Biology (ISMB/ECCB 2007), Vienna, Austria, 21-25 July 2007
Conference poster
2006

A First Step towards Learning which uORFs Regulate Gene Expression

Selpi Selpi, C. H. Bryant, Graham Kemp et al
Journal of integrative bioinformatics. Vol. 3 (2), p. 31-
Journal article
2005

Using the Functional Data Model to Store and Query Recursive Biological Data

Graham Kemp, Selpi Selpi, Merja Karjalainen
Workshop on Database Issues in Biological Databases (DBiBD),8-9 January 2005, Edinburgh, UK, p. 24-28
Other conference contribution
2004

Pathway and Protein Interaction Data: from XML to FDM Database

Graham Kemp, Selpi Selpi
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 2994, p. 212-219
Journal article

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Showing 16 research projects

2025–2026

YOLO algorithm for shipping waste discharges detection at Swedish waters based on fused satellite images with ship AIS data

Wengang Mao Marine Technology
Ida-Maja Hassellöv Maritime Environmental Sciences
Leif Eriksson Geoscience and Remote Sensing
Selpi Selpi Data Science and AI 1
AoA Transport

2024–2025

An interpretable, self-explaining method for traffic safety applications

Mattias Wahde Vehicle Engineering and Autonomous Systems
Marco L. Della Vedova Vehicle Engineering and Autonomous Systems
Selpi Selpi Data Science and AI 1
Chalmers

2023–2027

Deep MultiModal Learning for Automotive Applications

Selpi Selpi Data Science and AI 1
Lennart Svensson Signal Processing
Lars Hammarstrand Signal Processing
VINNOVA

2021–2024

PracticAl and Effective tools to moNitor and Assess CommErciAl drivers’ fitness to drive (PANACEA)

Selpi Selpi Data Science and AI
European Commission (EC)

2 publications exist
2020–2021

Personal mobility and development

Selpi Selpi Crash Analysis and Prevention
GENIE, Chalmers Gender Initiative for Excellence
The Chalmers University Foundation

2020–2020

Safe and Liveable Urban Streets: Integrating driver and the built environment perspectives for a sustainable transport system

Robert Thomson Injury Prevention
Lars Marcus Urban Design and Planning
Selpi Selpi Crash Analysis and Prevention
Jorge Gil Urban Design and Planning
Ioanna Stavroulaki Urban Design and Planning
Chalmers

2019–2020

Aligning ontologies in traffic safety and urban development

Lars Marcus Urban Design and Planning
Jorge Gil Urban Design and Planning
Selpi Selpi Crash Analysis and Prevention
Chalmers

2019–2021

Driving styles of autonomous vehicles in mixed traffic (DS-Auto)

Selpi Selpi Vehicle Safety
Pinar Boyraz Baykas Vehicle Safety
Eleonora Andreotti Vehicle Safety
Chalmers

5 publications exist
2019–2021

Heterogeneous Traffic Groups Cooperative Driving Behaviours Research under Mixed Traffic Condition

Selpi Selpi Crash Analysis and Prevention
Eleonora Andreotti Vehicle Safety
Pinar Boyraz Baykas Crash Analysis and Prevention
VINNOVA

7 publications exist
2019–2021

Public transit shared mobility - connected and safe solutions

Xiaobo Qu Geology and Geotechnics
Jiaming Wu Automatic Control
Selpi Selpi Vehicle Safety
Balázs Adam Kulcsár Automatic Control
Chalmers

4 publications exist
2019–2020

Transition to Transport System of the Future: Multi-Level Infrastructure Planning for Autonomous Vehicles

Pinar Boyraz Baykas Vehicle Safety
Selpi Selpi Vehicle Safety
Balázs Adam Kulcsár Automatic Control
Ivana Tasic Geology and Geotechnics
Robert Thomson Vehicle Safety
Nikolce Murgovski Mechatronics
Chalmers

2017–2017

Creating a core-enabler for evaluating scenarios of mixed vehicular traffic

Selpi Selpi Vehicle Safety
Robert Thomson Vehicle Safety
Balázs Adam Kulcsár Automatic Control
Jordanka Kovaceva Vehicle Safety
Chalmers

2017–2019

Analysis of SHRP2 Data to Understand Normal and Abnormal Driving Behavior in Work Zones: Phase II

Pinar Boyraz Baykas Crash Analysis and Prevention
Robert Thomson Vehicle Safety
Selpi Selpi Vehicle Safety
Jordanka Kovaceva Vehicle Safety
Federal Highway Administration (FHWA)

1 publication exists
2015–2016

Analysis of SHRP2 Data to Understand Normal and Abnormal Driving Behavior in Work Zones: Phase I

Jordanka Kovaceva Vehicle Safety
Selpi Selpi Crash Analysis and Prevention
Robert Thomson Injury Prevention
Federal Highway Administration (FHWA)

2015–2016

Att bättre förstå körstil från naturalistisk kördata

Selpi Selpi Accident Prevention
Swedish Transport Administration

2015–2016

Driver modelling and cross-cultural analysis of driving styles based on large-scale driving data

Selpi Selpi Accident Prevention
Robert Thomson Vehicle Safety
Giulio Bianchi Piccinini Vehicle Safety
The Swedish Foundation for International Cooperation in Research and Higher Education (STINT)

There might be more projects where Selpi Selpi participates, but you have to be logged in as a Chalmers employee to see them.