Dusica Marijan
Senior Research Scientist
- Department
- Validation Intelligence for Autonomous Software Systems
- Organisation
- Simula Research Laboratory
- Research Interests
- Artificial Intelligence Machine learning Autonomous systems Blockchain Software engineering / V&V

- dusica@simula.no
Publications
2023
S. Bose and D. Marijan
Secure Traversable Event logging for Responsible Identification of Vertically Partitioned Health Data
IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)
P. M. Ness, D. Marijan and S. Bose
Measuring the Effect of Causal Disentanglement on the Adversarial Robustness of Neural Network Models
International Conference on Information and Knowledge Management
Journal Articles
B. Zaman, D. Marijan and T. Kholodna
Interpolation-Based Inference of Vessel Trajectory Waypoints from Sparse AIS Data in Maritime
Journal of Marine Science and Engineering
D. Altan, D. Marijan and T. Kholodna
SafeWay: Improving the Safety of Autonomous Waypoint Detection in Maritime using Transformer and Interpolation
Maritime Transport Research
D. Marijan
Comparative study of machine learning test case prioritization for continuous integration testing
Software Quality Journal
A. Sharif and D. Marijan
ReMAV: Reward Modeling of Autonomous Vehicles for Finding Likely Failure Events
IEEE Transactions on Software Engineering (TSE)
P. Bernabé, A. Gotlieb, B. Legeard, D. Marijan, F. O. Sem-Jacobsen and H. Spieker
Detecting Intentional AIS Shutdown in Open Sea Maritime Surveillance Using Self-Supervised Deep Learning
IEEE Transactions on Intelligent Transportation Systems
D. Altan, D. Marijan and T. Kholodna
SafeWay: Improving the safety of autonomous waypoint detection in maritime using transformer and interpolation
Maritime Transport Research
M. S. Arbabi, C. Lal, N. R. Veeraragavan, D. Marijan, J. F. Nygård and R. Vitenberg
A Survey on Blockchain for Healthcare: Challenges, Benefits, and Future Directions
IEEE Communications Surveys & Tutorials
Proceedings, refereed
P. M. Ness, D. Marijan and S. Bose
Measuring the Effect of Causal Disentanglement on the Adversarial Robustness of Neural Network Models
ACM International Conference on Information and Knowledge Management
2022
Journal Articles
D. Marijan and S. Sen
Industry-Academia Research Collaboration and Knowledge Co-creation: Patterns and Anti-patterns
ACM Transactions on Software Engineering and Methodology
D. Marijan and C. Lal
Blockchain verification and validation: Techniques, challenges, and research directions
Computer Science Review
Proceedings, refereed
D. Altan, M. Etemad, D. Marijan and T. Kholodna
Discovering Gateway Ports in Maritime using Temporal Graph Neural Network Port Classification
35th Canadian Conference on Artificial Intelligence
A. Sharif and D. Marijan
Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies
29th Asia-Pacific Software Engineering Conference (APSEC)
A. Sharif
Evaluating the Robustness of Deep Reinforcement Learning for Autonomous Policies in a Multi-agent Urban Driving Environment
22nd IEEE International Conference on Software Quality, Reliability, and Security (QRS)
2021
Book Chapters
A. Gotlieb, D. Marijan and H. Spieker
Testing Industrial Robotic Systems: A New Battlefield!
Software Engineering for Robotics
Journal Articles
D. Marijan and A. Gotlieb
Industry-Academia research collaboration in software engineering: The Certus model
Information and Software Technology
D. Marijan, C. Bansal and T. Lopez
Industry-Academia Research Collaborations During and After COVID-19
ACM SIGSOFT Software Engineering Notes
D. Marijan, T. Zimmermann, M. Ham and B. Selic
Bridging Software Engineering Research and Industrial Practice
ACM SIGSOFT Software Engineering Notes
Proceedings, refereed
A. Sharif, D. Marijan and M. Liaaen
DeepOrder: Deep Learning for Test Case Prioritization in Continuous Integration Testing
2021 IEEE International Conference on Software Maintenance and Evolution (ICSME)
M. K. Ahuja, M. B. Belaid, P. Bernabé, A. Gotlieb, D. Marijan, A. Sharif and H. Spieker
Improving the Reliability of Autonomous Software Systems through Metamorphic Testing
Proceedings of the 31st European Safety and Reliability Conference (ESREL)
2020
Edited books
D. Marijan, T. Zimmermann, M. Ham and B. Selic
Seventh International Workshop on Software Engineering Research and Industrial Practice
International Conference on Software Engineering (ICSE)
Journal Articles
A. Gotlieb, D. Marijan and H. Spieker
ITE: A Lightweight Implementation of Stratified Reasoning for Constructive Logical Operators
International Journal on Artificial Intelligence Tools
Proceedings, refereed
M. Collet, A. Gotlieb, N. Lazaar, M. Carlsson, D. Marijan and M. Mossige
RobTest: A CP Approach to Generate Maximal Test Trajectories for Industrial Robots
International Conference on Principles and Practice of Constraint Programming
M. K. Ahuja, M. B. Belaid, P. Bernabé, M. Collet, A. Gotlieb, C. Lal, D. Marijan, S. Sen, A. Sharif and H. Spieker
Opening the Software Engineering Toolbox for the Assessment of Trustworthy AI
1st International Workshop on New Foundations for Human-Centered AI @ ECAI 2020
D. Marijan and A. Gotlieb
Software Testing for Machine Learning
The Thirty-Fourth AAAI Conference on Artificial Intelligence
D. Marijan, A. Gotlieb and A. Sapkota
Neural Network Classification for Improving Continuous Regression Testing
The IEEE Second International Conference On Artificial Intelligence Testing (AITest 2020)
D. Marijan and A. Gotlieb
Lessons Learned on Research Co-Creation: Making Industry-Academia Collaboration Work
The 46th Euromicro Conference on Software Engineering and Advanced Applications (SEAA)
Talks, invited
D. Marijan
Requirements collection for the AI4EU platform development
Big Data Value Forum, 3-5 November, Berlin, Germany
Technical reports
C. Lal and D. Marijan
Blockchain for Healthcare: Opportunities, Challenges, and Future Directions
2019
Edited books
M. C. A. Jedlitschka, D. Marijan, M. Galster, W. Shang, A. Jedlitschka and R. Shukla
Proceedings of the Joint 7th International Workshop on Conducting Empirical Studies in Industry and 6th International Workshop on Software Engineering Research and Industrial Practice
International Conference on Software Engineering (ICSE)
Journal Articles
D. Marijan, A. Gotlieb and M. Liaaen
A learning algorithm for optimizing continuous integration development and testing practice
Software: Practice and Experience
D. Marijan and S. Sen
Good Practices in Aligning Software Engineering Research and Industry Practice
ACM SIGSOFT Software Engineering Notes
D. Marijan, W. Shang and R. Shukla
Implications of Resurgence in Artificial Intelligence for Research Collaborations in Software Engineering
ACM SIGSOFT Software Engineering Notes
Talks, contributed
A. Gotlieb and D. Marijan
The TSAR Project
14th Certus User Partner Workshop, Sep. 2019, Larvik, Norway
P. Bernabé, H. Spieker, A. Gotlieb, D. Marijan and B. Legeard
Statistics AIS Dataset from Statsat
Simula Research Laboratory
Proceedings, refereed
D. Marijan, A. Gotlieb and M. K. Ahuja
Challenges of Testing Machine Learning Based Systems
Proceedings of the 1st IEEE Artificial Intelligence Testing Conference (AI Test 2019)
Technical reports
M. K. Ahuja, H. Spieker, A. Gotlieb, D. Marijan and M. Mossige
Survey on Testing of Deep Learning Systems
A. Gotlieb, P. Bernabé, D. Marijan and H. Spieker
SARCoS: Machine Learning Models for the Selection of Security Test Scenarios
2018
Edited books
R. Shukla, D. Marijan, M. Borg and Y. Yang
Fifth International Workshop on Software Engineering Research and Industrial Practice
International Conference on Software Engineering (ICSE)
Journal Articles
S. Sen, D. Marijan and A. Gotlieb
Certus: an organizational effort towards research-based innovation in software verification and validation
International Journal of Systems Assurance Engineering and Management
Talks, contributed
H. Spieker, A. Gotlieb, D. Marijan and M. Mossige
Reinforcement Learning for Automatic Test Case Prioritization and Selection in Continuous Integration
Gesellschaft für Informatik Software Engineering Conference 2018 (SE18), Ulm, Germany
D. Marijan
Practical selective regression testing with effective redundancy in interleaved tests
International Conference on Software Engineering (ICSE), Gothenburg, Sweden
Proceedings, refereed
D. Marijan and M. Liaaen
Practical Selective Regression Testing with Effective Redundancy in Interleaved Tests
Proceedings of the 40th International Conference on Software Engineering: Software Engineering in Practice (ICSE-SEIP'18)
D. Marijan, S. Sen and M. Liaaen
DevOps Improvements for Reduced Cycle Times with Integrated Test Optimizations for Continuous Integration
2018 IEEE 42nd Annual Computer Software and Applications Conference (COMPSAC)
D. Marijan and S. Sen
DevOps Enhancement with Continuous Test Optimization
The 30th International Conference on Software Engineering and Knowledge Engineering (SEKE)
A. Gotlieb, D. Marijan and H. Spieker
Stratified Constructive Disjunction and Negation in Constraint Programming
Proc. of IEEE Int. Conf. on Tools with Artificial Intelligence (ICTAI-18). Volos, Greece. Nov. 2018
2017
Book Chapters
M. Carlsson, A. Gotlieb and D. Marijan
Software Product Line Test Suite Reduction with Constraint Optimization
Software Technologies
Journal Articles
S. Sen, D. Marijan, C. Ieva, A. Grime and A. Sander
Modeling and Verifying Combinatorial Interactions to Test Data Intensive Systems: Experience at the Norwegian Customs Directorate
IEEE Transactions on Reliability
A. Gotlieb and D. Marijan
Using Global Constraints to Automate Regression Testing
AI Magazine
Proceedings, refereed
D. Marijan and M. Liaaen
Test Prioritization with Optimally Balanced Configuration Coverage
IEEE International Symposium on High Assurance Systems Engineering
D. Marijan and S. Sen
Detecting and Reducing Redundancy in Software Testing for Highly Configurable Systems
IEEE International Symposium on High Assurance Systems Engineering
D. Marijan, A. Gotlieb, M. Liaaen, S. Sen and C. Ieva
TITAN: Test Suite Optimization for Highly Configurable Software
International Conference on Software Testing, Verification and Validation (ICST 2017)
H. Spieker, A. Gotlieb, D. Marijan and M. Mossige
Reinforcement Learning for Automatic Test Case Prioritization and Selection in Continuous Integration
Proceedings of the 26th ACM SIGSOFT International Symposium on Software Testing and Analysis
2016
Journal Articles
S. Sen, D. Marijan, C. Ieva, A. Grime and A. Sander
Modelling and Verifying Combinatorial Interactions to Test Data Intensive Systems: Experience with Optimal Archiving at the Norwegian Customs and Excise Directorate
IEEE Transaction on Reliability
A. Hervieu, D. Marijan, A. Gotlieb and B. Baudry
Practical Minimization of Pairwise-Covering Test Configurations Using Constraint Programming
Information and Software Technology
Proceedings, refereed
D. Marijan and M. Liaaen
Effect of Time Window on the Performance of Continuous Regression Testing
32nd IEEE International Conference on Software Maintenance and Evolution (ICSME)
D. Marijan
Improving Configurable Software Testing with Statistical Test Selection
31st IEEE/ACM International Conference on Automated Software Engineering (ASE) Workshops
D. Marijan and M. Liaaen
Coverage-based Test Prioritization for Regression Testing of Configurable Software
IEEE 27th International Symposium on Software Reliability Engineering (ISSRE)
A. Gotlieb, M. Carlsson, M. Liaaen, D. Marijan and A. Petillon
Automated Regression Testing Using Constraint Programming
Twenty-Eighth Conference on Innovative Applications of Artificial Intelligence (IAAI-16), Phoenix, AZ, USA, Feb. 2016
A. Gotlieb, M. Carlsson, D. Marijan and A. Petillon
A New Approach to Feature-based Test Suite Reduction in Software Product Line Testing
ICSOFT-EA 2016, 11th Int. Conf. on Software Engineering and Applications, Lisbon, July 2016, Awarded Best Paper
2015
Journal Articles
S. Sen, D. Marijan and A. Gotlieb
Certus: Glimpses of a Centre for Research-Based Innovation in Software Verification and Validation
International Journal of System Assurance Engineering and Management
Proceedings, refereed
S. Sen, S. Di Alesio, D. Marijan and A. Sarkar
Evaluating Reconfiguration Impact in Self-Adaptive Systems – An Approach Based on Combinatorial Interaction Testing
The 41st Euromicro Conference on Software Engineering and Advanced Applications (SEAA). Madeira, Portugal, August 26-28
A. Gotlieb, D. Marijan and S. Sen
Towards More Relational Feature Models
ICSOFT-EA 2015 - Proceedings of the 10th International Conference on Software Engineering and Applications, Colmar, Alsace, France, 20-22 July.
D. Marijan
Multi-perspective Regression Test Prioritization for Time-Constrained Environments
IEEE International Conference on Software Quality, Reliability and Security
2014
Proceedings, refereed
A. Gotlieb and D. Marijan
FLOWER: Optimal Test Suite Reduction As a Network Maximum Flow
Proceedings of Int. Symp. on Soft. Testing and Analysis (ISSTA'14), San José, CA, USA, Jul. 2014
Talks, invited
D. Marijan
Variability Testing of Highly-Configurable Software
The Norwegian Computer Society
2013
Proceedings, refereed
D. Marijan, A. Gotlieb, A. Hervieu and S. Sen
Practical Pairwise Testing for Software Product Lines
Proceedings of the International Software Product Line Conference (SPLC)
D. Marijan, A. Gotlieb and S. Sen
Test Case Prioritization for Continuous Regression Testing: an Industrial Case Study
Proceedings of the International Conference on Software Maintenance (ICSM)
Talks, invited
D. Marijan
Managing Test Configurations in High-Variability Testing Environments With TITAN and Pure::variants
pure::variants Solutions Forum, SPLC
Technical reports
S. Sen, C. Ieva, D. Marijan, A. Sarkar and A. Gotlieb
Test Selection Based on Data Interactions in Data-Intensive Systems
2012
Proceedings, refereed
D. Marijan
A Review of Two Experiences From Applying Model Based Testing in Practice
International Symposium on Software Reliability Engineering Workshops (ISSREW)
Technical reports
D. Marijan and A. Gotlieb
Research report on test configuration generation