Publications and communications of Ashwin Ittoo

Heirman, P., Kolh, P., & Ittoo, A. (20 April 2026). Comparing Human and AI-Derived DRG Severity of Illness Using OMOP CDM: A Belgian APR-DRG Case Study [Poster presentation]. OHDSI Europe Symposium 2026, Rotterdam, Netherlands.

Jamoulle, M., Vander Stichele, R., & Ittoo, A. (2026). Long COVID as a Tracer of Care Fragmentation: Reconstructing Patient Care Trajectories from Belgian Health System Metadata. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/344281.

Ittoo, A., & Ghilissen, M. (27 November 2025). Mining the Minds of Science. Transforming Open Science into Strategic Intelligence with Open Source [Paper presentation]. ULiège Open Science Day 2025, Liége, Belgium.

Makenne, N. L., & Ittoo, A. (06 November 2025). Making GenAI Greener & Sustainable [Paper presentation]. PARTNER Conference on Current Issues in Sustainability.

Singh, A., Ittoo, A., Vandomme, E., & Ars, P. (2025). Uncertainty-Aware Reinforcement Learning Agents for Noisy Environments. In 2025 tenth International Conference on Information Technology Trends (ITT). IEEE. doi:10.1109/ITT69610.2025.11352934

Dosquet, P., & Ittoo, A. (November 2025). LLM Size Reduction and Carbon Footprint [Poster presentation]. BNAIC BeNeLearn 2025.

Makenne, N. L., & Ittoo, A. (22 October 2025). From Large Language Models to Small Language Models [Paper presentation]. Digital challenges for small languages workshop.

Jamoulle, M., Angenot, V., & Ittoo, A. (2025). Large Language Models in Belgian Primary Care: Clinical Applications, Ethical Challenges, and Epistemological Reflections. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/336509.

Heirman, P., Lambrecht, M., Leroy, S., Neysen, N., Kolh, P., & Ittoo, A. (11 September 2025). The use of EffectiveCAN with confidence levels for automated ICD‐10‐CM/PCS coding of French-Language hospital stay records [Paper presentation]. 37th PSCI conference : "Patient Grouping as a Driver of Value in Health: The Patient at the Heart of Our Decisions.", Québec, Canada.

Singh, A., Ittoo, A., Ars, P., & Vandomme, E. (2025). Multi-channel multi-model customer conversion prediction in the insurance domain. In A. Taghipour, New Perspectives and Paradigms in Applied Economics and Business: Select Proceedings of the 9th International Conference on Applied Economics and Business, Paris, France, 2025. Switzerland: Springer Cham.

Singh, A., Ittoo, A., Ars, P., & Vandomme, E. (20 May 2025). Beyond Yes or No: Making Reliable Decisions and improving personalized customer service (Poster) [Poster presentation]. Research day, Liege, Belgium.

Chuor, P., & Ittoo, A. (29 January 2025). Gen AI vs. NLP for Legal Entity Extraction [Paper presentation]. O RBEL-NGB Conference, Maastricht, Netherlands.

Singh, A., Ittoo, A., Pierre, A., & Vandomme, E. (29 January 2025). Conformal Prediction: Calibrated Decision-Making [Paper presentation]. Joint ORBEL - NGB conference on Operations Research, Maastricht, Netherlands.

Makenne, N. L., & Ittoo, A. (14 November 2024). Towards Small Language Model [Paper presentation]. 19th Day of Scientific Collaboration between the Doctoral Schools in Management Science of Université Paris I Panthéon-Sorbonne and Université libre de Bruxelles & Research Seminar in Applied Economics and Management (RSAEM), Brussels, Belgium.

Chuor, P., & Ittoo, A. (16 May 2024). NLP and LLMs for Regulatory Reporting Obligations [Poster presentation]. Research Day, Liege, Belgium.

Makenne, N. L., & Ittoo, A. (16 May 2024). Towards Small Large Language Models [Poster presentation]. Research Day 2024.

Gautier, A., Ittoo, A., & Van Cleynenbreugel, P. (2023). Pricing algorithms aren't colluding - Yet! ORBi-University of Liège. https://orbi.uliege.be/handle/2268/314305.

Luong Tran, Q.-D., Vu, D.-H., Le, A.-C., & Ittoo, A. (May 2023). Contextual Modeling in Context-Aware Conversation Systems. KSII Transactions on Internet and Information Systems, 17 (5), 1396 - 1412. doi:10.3837/tiis.2023.05.005

Memic, E., Lamest, M., Muehlenbrock, S., & Ittoo, A. (18 March 2022). How Does the Banking Business Model Evolve and Integrate in a Platform Ecosystem? Journal of Business Ecosystems, 2 (2), 50-72. doi:10.4018/jbe.295556

Poumay, J., & Ittoo, A. (2022). Using meaning instead of words to track topics. Natural Language Processing and Information Systems.

Trieu, L. H., & Ittoo, A. (2022). A Multilingual Parallel Corpus for Improving Machine Translation on Southeast Asian Languages (Submitted to ACM Transactions on Low Resource Languages). ORBi-University of Liège. https://orbi.uliege.be/handle/2268/291962.

Poumay, J., & Ittoo, A. (2021). A Comprehensive Comparison of Word Embeddings in Event & Entity Coréférence Resolution. In Findings of ACL: EMNLP 2021. Punta Cana, Dominican Republic: Association for Computational Linguistics. doi:10.18653/v1/2021.findings-emnlp.235

Poumay, J., & Ittoo, A. (2021). HTMOT : Hierarchical Topic Modelling Over Time (Submitted to Information Systems Research, April 2022). ORBi-University of Liège. https://orbi.uliege.be/handle/2268/292032.

Spajosevic, D., Ittoo, A., Rebouh, L., & de Kerchove, E. (2020). Study on the use of innovative technologies in the justice field. Brussels, Belgium: European Commission. doi:10.2838/585101https://orbi.uliege.be/handle/2268/252237

Gautier, A., Ittoo, A., & Van Cleynenbreugel, P. (July 2020). AI algorithms, price discrimination and collusion: a technological, economic and legal perspective. European Journal of Law and Economics, 50 (3), 405-435. doi:10.1007/s10657-020-09662-6

Gillain, C., Ittoo, A., & Lambert, M. (17 January 2020). Style coverage in Institutional Media [Poster presentation]. 12th Annual Hedge Fund Research Conference, Paris, France.

Ittoo, A. (2019). AI Algorithms for Legal Text Processing. In Proceedings Multidisciplinary Perspectives on Algorithms ​ Regulation, Governance, Markets.

Ittoo, A. (19 June 2019). Machine Learning for EUR-Lex Legal Measures [Paper presentation]. EUROFILING CONFERENCE, Frankfurt, Germany.

Gillain, C., Ittoo, A., & Lambert, M. (17 June 2019). News-induced style seasonality [Paper presentation]. 36th International Conference of the French Finance Association (AFFI), Québec, Canada.

Ittoo, A. (06 May 2019). Machine Learning pour la Traduction Automatique [Paper presentation]. Le traducteur à l’ère des nouvelles technologies.

Resnick, M. P., Ittoo, A., Jamoulle, M., Vanmeerbeek, M., Shamenek, F. S., Ed Hsu, C., vander Stichele, R., Grosjean, J., Darmoni, S., Cardillo, E., & Pizzanelli, M. (2019). The Q-codes: Metadata, Research data, and desiderata, oh my! Improving access to grey literature in family medicine. In D. Farace & Frantzen (Eds.), GL20 Proceedings Twentieth International Conference on Grey Literature “Research Data Fuels and Sustains Grey Literature” (TextRelease, February 2019 .–161p, pp. 123-133). Amsterdam, Netherlands: GreyLiterature Network Service.

Trieu, H. L., Ittoo, A., & Nguyen, L. M. (2019). Leveraging Resources for Statistical Machine Translation on Asian Low Resource Languages. ACM Transactions on Asian and Low-Resource Language Information Processing, 18 (3). doi:10.1145/3314936

Trieu, L. H., & Ittoo, A. (2019). Generation of Parallel Corpus for Low Resource Language Translation. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/227534.

Gautier, A., Ittoo, A., & Petit, N. (05 December 2018). Price Discrimination & Collusion with AI [Paper presentation]. THE LAW AND ECONOMICS OF BIG DATA AND ARTIFICIAL INTELLIGENCE, Rome, Italy.

Jamoulle, M., Pizzanelli, M., Cardillo, E., Ittoo, A., Vander Stichele, R., Resnick, M., Grosjean, J., Darmoni, S., & Vanmeerbeek, M. (December 2018). Indexing grey multilingual literature in General Practice: Family Medicine in the Era of Semantic Web. Grey Journal, Spring 2018 (1).

Ittoo, A. (23 November 2018). Can AI Algorithms Collude? [Paper presentation]. 18th Information and Computer Science Conference, Ho Chi Mihn City, Vietnam.

Ittoo, A. (2018). Big Data & Competition Law: Price Discrimination vs. Tacit Collusion. In Big Data & Competition Law: Do New Technologies Require New Approaches to Competition Law?

Ittoo, A. (November 2018). Algorithms for Price Discrimination [Paper presentation]. Big Data, AI, and Algorithms: Do New Technologies Require New Approaches to Competition Law?.

Hoffait, A.-S., & Ittoo, A. (July 2018). Assessing and predicting review helpfulness [Paper presentation]. 29ème conférence européenne sur la recherche opérationnelle (EURO2018), Valence, Spain.

Ittoo, A. (15 June 2018). AI & Collusion [Paper presentation]. Competition Law and Policy for Algorithm-Driven Markets, Munich, Germany.

Ittoo, A., Nguyen Le Minh, & Tojo, S. (2018). Knowledge & Systems Engineering. In Special Issue on Knowledge and Systems Engineering. Elsevier.

Jamoulle, M., Cardillo, E., Ittoo, A., Vander Stichele, R., Resnick, M., Grosjean, J., Darmoni, S., & Vanmeerbeek, M. (2018). Indexing grey multilingual literature in General Practice: Family medicine in the era of semantic web. International Conference Series on Grey Literature, 2017-October, 61-84.

Ittoo, A., & Petit, N. (2017). Algorithmic Pricing Agents and Tacit Collusion: A Technological Perspective. In L'intelligence artificielle et le droit. LARCIER. doi:10.2139/ssrn.3046405

Jamoulle, M., Resnick, M., Grosjean, J., Ittoo, A., Cardillo, E., Vander Stichele, R., Darmoni, S., & Vanmeerbeek, M. (October 2017). Development, dissemination, and applications of a new terminological resource the Q-Code taxonomy for professional aspects of General Practice / Family Medicine. European Journal of General Practice, accepted. doi:10.1080/13814788.2017.1404986

Jamoulle, M., Resnick, M., Ittoo, A., Cardillo, E., Vander Stichele, R., & Vanmeerbeek, M. (06 September 2017). Analysis of definitions of General Practice/Family Medicine and Primary Health Care. British Journal of General Practice, 0050.

Jamoulle, M., Grosjean, J., Ittoo, A., Resnick, M., Treuherz, A., Vander Stichele, R. H., Cardillo, E., SHAMENEK, F., & Vanmeerbeek, M. (2017). A terminology in General Practice / Family Medicine to represent non-clinical aspects for various usages. In R. Randell et al. (Ed.), Informatics for Health: Connected Citizen-Led Wellness and Population Health (pp. 235:471-475). IOS Press. doi:10.3233/978-1-61499-753-5-471

Ittoo, A., Nguyen, L. M., & van den Bosch, A. (2016). Text analytics in industry: Challenges, desiderata and trends. Computers in Industry, (78). doi:10.1016/j.compind.2015.12.001

Ittoo, A., Nguyen, L. M., & van den Bosch, A. (2016). Special issue on natural language processing and text analytics in industry. In Text Analytics in Industry. Elsevier.

Ittoo, A., Nguyen, L. M., & van den Bosch, A. (2016). Editorial: Special issue on natural language processing and text analytics in industry. In Text Analytics in Industry. Elsevier. doi:10.1016/j.compind.2016.01.001

Ittoo, A. (2016). Predicting Review Helpfulness. In Proceedings.

Ittoo, A. (2016). Mining Customer Behavior for Churn Management.

Ittoo, A. (2015). Plateforme Digitale et le B2B.

Ittoo, A. (2015). Internt of Things.

Ittoo, A. (2015). Digital Revolution and Manufacturing.

Ittoo, A. (2014). La Transformation Digitale.

Ittoo, A. (2014). Big Data Analytics and the Finance Industry [Paper presentation]. SRIW Conference.

Bouma, G., Ittoo, A., Basile, V., Metais, E., & Wortmann, H. (Eds.). (March 2014). Special Issue on Natural Language Processing and Information Systems. Data and Knowledge Engineering, 90. doi:10.1016/j.datak.2014.03.002

Bouma, G., Ittoo, A., Basile, V., Metais, E., & Wortmann, H. (2014). Natural Language Processing and Information Systems. In NLP and Information Systems. Elsevier.

Wortmann, J. C., & Ittoo, A. (2013). IFAC Proceedings Volumes. In 7th IFAC Conference on Manufacturing Modelling, Management, and Control. Elsevier. doi:10.3182/20130619-3-RU-3018.00129

Ittoo, A. (2012). Natural Language Processing Meets Business - Algorithms for Mining Meaning from Corporate Texts [Doctoral thesis, RUG - Rijksuniversiteit Groningen]. ORBi-University of Liège. https://orbi.uliege.be/handle/2268/172768