Research

Publications

International Journal Papers

  1. Tao PENG, Sana SELLAMI, Omar BOUCELMA et Richard CHBEIR. « Multi-output regression for imbalanced data stream ». In : Expert Systems n/a.n/a (), e13417. DOI : https://doi.org/10.1111/exsy.13417. URL : https://onlinelibrary. wiley.com/doi/abs/10.1111/exsy.13417.
  2. Richard CHBEIR, Elio MANSOUR, Sabri ALLANI et al. « OpenCEMS : An Open Solution for Easy Data Management in Connected Environments ». In : Trans. Large Scale Data Knowl. Centered Syst. 52 (2022), p. 35-69.
  3. Tao PENG, Sana SELLAMI et Omar BOUCELMA. « IoT Data Imputation with Incremental Multiple Linear Regression ». In : Open J. Internet Things 5.1 (2019), p. 69-79.
  4. Sandro BIMONTE, Omar BOUCELMA, Olivier MACHABERT et Sana SELLAMI. « A Generic Spatial OLAP Model for Evaluating Natural Hazards in a Volunteered Geographic Information Context ». In : Int. J. Agric. Environ. Inf. Syst. 5.4 (2014), p. 40-55.
  5. Sandro BIMONTE, Omar BOUCELMA, Olivier MACHABERT et Sana SELLAMI. « A new Spatial OLAP approach for the analysis of Volunteered Geographic Information ». In : Comput. Environ. Urban Syst. 48 (2014), p. 111-123.
  6. Sana SELLAMI, Aicha Nabila BENHARKAT et Youssef AMGHAR. « Towards a More Scalable Schema Matching : A Novel Approach ». In : Int. J. Distributed Syst. Technol. 1.1 (2010), p. 17-39.
  7. Aicha-Nabila BENHARKAT, Rami RIFAIEH, Sana SELLAMI, Mohamed BOUKHEBOUZE et Youssef AMGHAR. « PLASMA : A Platform for Schema Matching and Manage- ment ». In : Int. J. Interoperability Bus. Inf. Syst. 5 (2007), p. 9-20. 88

International Conference Papers and Workshops

  1. Tao PENG, Sana SELLAMI, Omar BOUCELMA et Richard CHBEIR. « Trust Assessment on Data Stream Imputation in IoT Environments ». In : Computational Collective Intelligence - 15th International Conference, ICCCI 2023, Budapest, Hungary, September 27-29, 2023, Proceedings. Sous la dir. de Ngoc Thanh NGUYEN, János BOTZHEIM, László GULYÁS et al. T. 14162. Lecture Notes in Computer Science. Springer, 2023, p. 392-404.
  2. Yassine GUERMAZI, Sana SELLAMI et Omar BOUCELMA. « GeoRoBERTa : A Transformer-based Approach for Semantic Address Matching ». In : Procee- dings of the Workshops of the EDBT/ICDT 2023 Joint Conference, Ioannina, Greece, March, 28, 2023. Sous la dir. de George FLETCHER et Verena KANTERE. T. 3379. CEUR Workshop Proceedings. CEUR-WS.org, 2023
  3. Yassine GUERMAZI, Sana SELLAMI et Omar BOUCELMA. « A RoBERTa Based Approach for Address Validation ». In : New Trends in Database and Information Systems - ADBIS 2022 Short Papers, Doctoral Consortium and Workshops : DOING, K-GALS, MADEISD, MegaData, SWODCH, Turin, Italy, September 5- 8, 2022, Proceedings. Sous la dir. de Silvia CHIUSANO, Tania CERQUITELLI, Robert WREMBEL et al. T. 1652. Communications in Computer and Information Science. Springer, 2022, p. 157-166.
  4. Lara KALLAB, Richard CHBEIR, Sana SELLAMI et Omar BOUCELMA. « WoR Onto- logy : Modeling Resources in Web Connected Environments ». In : IEEE Inter- national Conference on Web Services, ICWS 2022, Barcelona, Spain, July 10-16, 2022. Sous la dir. de Claudio Agostino ARDAGNA, Nimanthi L. ATUKORALA, Boualem BENATALLAH et al. IEEE, 2022, p. 286-295.
  5. Yassine GUERMAZI, Sana SELLAMI et Omar BOUCELMA. « Address Validation in Transportation and Logistics : A Machine Learning Based Entity Matching Approach ». In : ECML PKDD 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2020) : SoGood 2020, PDFL 2020, MLCS 2020, NFMCP 2020, DINA 2020, EDML 2020, XKDD 2020 and INRA 2020, Ghent, Belgium, September 14-18, 2020, Proceedings. T. 1323. Communications in Computer and Information Science. Springer, ECML PKDD 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2020) : SoGood 2020, PDFL 2020, MLCS 2020, NFMCP 2020, DINA 2020, EDML 2020, XKDD 2020 and INRA 2020, Ghent, Belgium, September 14-18, 2020, Proceedings, p.320-334, p. 320-334.
  6. Tao PENG, Sana SELLAMI et Omar BOUCELMA. « Trust Assessment on Strea- ming Data : A Real Time Predictive Approach ». In : Advanced Analytics and Learning on Temporal Data - 5th ECML PKDD Workshop, AALTD 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers. T. 12588. Lecture Notes in Computer Science. Springer, 2020, p. 204-219.
  7. Fatma SLAIMI, Sana SELLAMI et Omar BOUCELMA. « From a Web Services Cata- log to a Linked Ecosystem of Services ». In : Semantic Keyword-Based Search on Structured Data Sources - Third International KEYSTONE Conference, IKC 2017, Gda ́nsk, Poland, September 11-12, 2017, Revised Selected Papers and COST Action IC1302 Reports. T. 10546. Lecture Notes in Computer Science. Springer, 2017, p. 86-98.
  8. Fatma SLAIMI, Sana SELLAMI, Omar BOUCELMA et Ahlem Ben HASSINE. « A Multigraph Approach for Web Services Recommendation ». In : On the Move to Meaningful Internet Systems : OTM 2016 Conferences - Confederated Internatio- nal Conferences : CoopIS, C&TC, and ODBASE 2016, Rhodes, Greece, October 24- 28, 2016, Proceedings. Sous la dir. de Christophe DEBRUYNE, Hervé PANETTO, Robert MEERSMAN et al. T. 10033. Lecture Notes in Computer Science. 2016, p. 282-299.
  9. Fatma SLAIMI, Sana SELLAMI, Omar BOUCELMA et Ahlem Ben HASSINE. « Le- veraging Track Relationships for Web Service Recommendation ». In : 13th IEEE International Conference on e-Business Engineering, ICEBE 2016, Ma- cau, China, November 4-6, 2016. Sous la dir. de Jingzhi GUO, Hongming CAI, Xiang FEI, Kuo-Ming CHAO et Jen-Yao CHUNG. IEEE Computer Society, 2016, p. 220-225.
  10. Sahar ALJALBOUT, Omar BOUCELMA et Sana SELLAMI. « Modeling and Retrie- ving Linked RESTful APIs : A Graph Database Approach ». In : On the Move to Meaningful Internet Systems : OTM 2015 Conferences - Confederated In- ternational Conferences : CoopIS, ODBASE, and C&TC 2015, Rhodes, Greece, October 26-30, 2015, Proceedings. Sous la dir. de Christophe DEBRUYNE, Hervé PANETTO, Robert MEERSMAN et al. T. 9415. Lecture Notes in Computer Science. Springer, 2015, p. 443-450.
  11. Sana SELLAMI et Hanane BECHA. « Web Services Discovery Based on Semantic Tag ». In : On the Move to Meaningful Internet Systems : OTM 2015 Conferences - Confederated International Conferences : CoopIS, ODBASE, and C&TC 2015, Rhodes, Greece, October 26-30, 2015, Proceedings. Sous la dir. de Christophe DEBRUYNE, Hervé PANETTO, Robert MEERSMAN et al. T. 9415. Lecture Notes in Computer Science. Springer, 2015, p. 465-472.
  12. Sana SELLAMI et Hanane BECHA. « WSTP : Web Services Tagging Platform ». In : Service-Oriented Computing - 13th International Conference, ICSOC 2015, Goa, India, November 16-19, 2015, Proceedings. Sous la dir. d’Alistair BARROS, Da- niela GRIGORI, Nanjangud C. NARENDRA et Hoa Khanh DAM. T. 9435. Lecture Notes in Computer Science. Springer, 2015, p. 486-490.
  13. Fatma SLAIMI, Sana SELLAMI, Omar BOUCELMA et Ahlem Ben HASSINE. « Crowd- sourcing for Web Service Discovery ». In : On the Move to Meaningful In- ternet Systems : OTM 2015 Conferences - Confederated International Confe- rences : CoopIS, ODBASE, and C&TC 2015, Rhodes, Greece, October 26-30, 2015, Proceedings. Sous la dir. de Christophe DEBRUYNE, Hervé PANETTO, Robert MEERSMAN et al. T. 9415. Lecture Notes in Computer Science. Springer, 2015, p. 451-464.
  14. Sandro BIMONTE, Omar BOUCELMA, Olivier MACHABERT et Sana SELLAMI. « From Volunteered Geographic Information to Volunteered Geographic OLAP : A VGI Data Quality-Based Approach ». In : Computational Science and Its Appli- cations - ICCSA 2014 - 14th International Conference, Guimarães, Portugal, June 30 - July 3, 2014, Proceedings, Part IV. Sous la dir. de Beniamino MURGANTE, Sanjay MISRA, Ana Maria A. C. ROCHA et al. T. 8582. Lecture Notes in Computer Science. Springer, 2014, p. 69-80.
  15. Sana SELLAMI et Omar BOUCELMA. « Towards a Flexible Schema Matching Ap- proach for Semantic Web Service Discovery ». In : 2013 IEEE 20th International Conference on Web Services, Santa Clara, CA, USA, June 28 - July 3, 2013. IEEE
  16. Fatma SLAIMI, Sana SELLAMI, Omar BOUCELMA et Ahlem Ben HASSINE. « Flexible Matchmaking for RESTful Web Services ». In : On the Move to Meaningful Inter- net Systems : OTM 2013 Conferences - Confederated International Conferences : CoopIS, DOA-Trusted Cloud, and ODBASE 2013, Graz, Austria, September 9-13, 2013. Proceedings. T. 8185. Lecture Notes in Computer Science. Springer, 2013, p. 542-554.
  17. Claudia C. Gutièrrez RODRIGUEZ et Sana SELLAMI. « Evaluating scalable mat- ching tools : A quality-oriented approach ». In : Sixth International Conference on Research Challenges in Information Science, RCIS 2012, Valencia, Spain, May 16-18 2012. Sous la dir. de Colette ROLLAND, Jaelson CASTRO et Oscar PASTOR. IEEE, 2012, p. 1-6.
  18. Sana SELLAMI et Omar BOUCELMA. « Web Services Discovery and Composition : A Schema Matching Approach ». In : IEEE International Conference on Web Services, ICWS 2011, Washington, DC, USA, July 4-9, 2011. IEEE Computer Society, 2011, p. 706-707

Phd Students

  • Grigor BEZIRGANYAN (since November 2022): "Data and Decision Fusion with Uncertainty Quantification in ML-based Healthcare Decision Systems" co-supervised with Laure Berti-Equille (IRD) and Sébastien Fournier (LIS)
  • Yassine Guermazi (2018-2023): "Transformer-based Entity Resolution: Application to the validation company names and addresses" co-supervised with Omar Boucelma (LIS)
  • Tao Peng (2017-2021): "Stream IoT data Analytics" co-supervised with Omar Boucelma (LIS)
  • Fatma Slaimi (2013-2017): "Web Services Discovery and Recommendation" co-supervised with Omar Boucelma (LIS) and Moncef Tagina (Manouba University, Tunisia)

Projects

Current Projects

  • PICOMALE (Phase I Clinical trials Oncology and Machine Learning) (2022-2024). Funded by Archimede. Role: participant
  • TNTM (Transformation Numérique du Transport Maritime) (2022-2025). Funded by BPI. Role: WP Leader (LIS)

Past Projects

  • Service Projet with Traxens Enterprise (2019-2020). Role: Manager
  • VGOLAP (2013-2014) VGI-oriented spatial OLAP decision support system. Funding by Carnot. Collaboration with Irstea

Conferences and Workshops Organization and Chair

  • 1st Workshop on Advanced AI Techniques for Data Management and Analytics (AIDMA) co-located with ADBIS 2023
  • Publicity Chair ICWS 2022 (IEEE International Conference on Web Services)
  • Track co-chair AICCSA 2022, 2023 (ACS/IEEE International Conference on Computer Systems and Applications)
  • DEI (Diversity Equity and Inclusion) co-Chair WISE 2022 (The 23rd International Conference on Web Information Sytems Engineering) and MEDES 2023 (International Conference on Management of Digital EcoSystems)

Reviewer

  • International conferences: SAC (ACM/SIGAPP Symposium on Applied Computing), STRAPS (Workshop on Smart Data Integration and Processing on Service Based Environments In conjunction with ICSOC 2020), VLIOT(International Workshop on Very Large Internet of Things), ICCCI(International Conference on Computational Collective Intelligence), DAWAK (International Conference on Big Data Analytics and Knowledge Discovery)
  • International Journals: IEEE TSC (IEEE Transactions on Services Computing), IEEE Access, International Journal of Web Engineering and Technology (IJWET), Data Mining and Knowledge Discovery, Internet of Things, Engineering Cyber Physical Human Systems, World Wide Web Journal (WWWJ), International Journal of Distributed Sensor Networks, Journal Computing

Students Projects

  • Paul Wiessner (2023): Anomaly detection from stream data under uncertainty
  • Romain FERRER (2022): Prediction in IoMT
  • Amina FERHATI (2020): Fake news detection using deep learning. Co-supervised with Laure Berti-Equille

Software

Software demos

  • WSTP (Web Services Tagging Platform)
  • CROWD4WS (Crowdsourcing For Web Services Discovery)
  • WReG (Web Services Recommendation based Graph database)