Data science group
TalTech priority area
Research classification (Frascati)
Head of the research group
Research group member
Doctoral students
Keyword
knowledge engineering
explainable artificial intelligence
machine/deep learning
recommendation systems
Overview
The Data Science Group is carrying out researchactivities substantially contribute to the call forprojects that pay attention to sustainable knowledge engineering, i.e., projects standing at thecrossroads of knowledge acquisition, explainableadded-value knowledge extraction, and proactivetimely decision making, e.g. Digital transformation of the society;healthcare information systems (adverseevents in hospitals, mining of patienttrajectory). Smart-environment: Internet of Things(IoT), intelligent transportation system,smart city, smart home.The main competences of the research group are: Data mining. Big data analytics. Data seriation /visualization. Ontology alignment/merging. Random data modelling.
Related projects
Related department
Publications related to the research group
- Ounoughi, C., Ben Yahia, S. Data fusion for ITS : a systematic literature review // Information Fusion (2023) vol. 89, p. 267-291.
https://doi.org/10.1016/j.inffus.2022.08.016 - Ben Hassine, M.A., Abdellatif, S., Ben Yahia, S. A novel imbalanced data classification approach for suicidal ideation detection on social media // Computing (2022) vol. 104, 4, p. 741-765 : ill.
https://doi.org/10.1007/s00607-021-00984-0 - Yeferny, T., Ben Yahia, S. A Markov chain-based data dissemination protocol for vehicular ad hoc networks // Computer communications (2021) Vol. 180, p. 303–314 : ill.
https://doi.org/10.1016/j.comcom.2021.10.001 - Chaabene, S. B., Yeferny, T., Yahia, S. B. A roadside unit deployment framework for enhancing transportation services in Maghrebian cities // Concurrency and Computation: Practice and Experience (2021) vol. 33, 1, art. e5611.
https://doi.org/10.1002/cpe.5611 - Zammali, S., Yahia, S. B. How to select and weight context dimensions conditions for context-aware recommendation? // Expert Systems with Applications (2021) vol. 182, art. 115176.
https://doi.org/10.1016/j.eswa.2021.115176 - Ben Sassi, Imen; Ben Yahia, Sadok; Liiv, Innar MORec: At the crossroads of context-aware and multi-criteria decision making for online music recommendation // Expert systems with applications (2021) vol. 183, art. 115375, 20 p. : ill.
https://doi.org/10.1016/j.eswa.2021.115375 - Sellami, B., Hakiri, A., Ben Yahia, S., Berthou, P. Energy-aware task scheduling and offloading using deep reinforcement learning in SDN-enabled IoT network // Computer networks (2022) vol. 210, art. 108957, 12 p. : ill.
https://doi.org/10.1016/j.comnet.2022.108957 - Mouakher, A., Inoubli, W., Ounoughi, C., Ko, A. Expect : eXplainable prediction model for energy consumpTion // Mathematics (2022) vol. 10, 2, art. 248.
https://doi.org/10.3390/math10020248 - Ounoughi, C., Touibi, G., Ben Yahia, S. EcoLight : Eco-friendly traffic signal control driven by urban noise prediction // Database and Expert Systems Applications : 33rd International Conference, DEXA 2022, Vienna, Austria, August 22-24, 2022 : proceedings, Part I. Cham : Springer, 2022. p. 205–219. (Lecture notes in computer science ; 13426).
https://doi.org/10.1007/978-3-031-12423-5_16 - Medianovskyi, K., Pietarinen, A.-V. On explainable AI and abductive inference // Philosophies (2022) vol. 7, 2, art. 35.
https://doi.org/10.3390/philosophies7020035 - Paulsen, G., Tuulik, M., Lohk, A., Vainik, E. From verbal to adjectival : evaluating the lexicalization of participles in an Estonian corpus // Slovenščina 2.0 (2022) vol. 10, 1, p. 65-97.
https://doi.org/10.4312/slo2.0.2022.1.65-97 - Tuulik, M., Vainik, E., Paulsen, G., Lohk, A. Kuidas ära tunda adjektiivi? Korpuskäitumise mustrite analüüs // Eesti Rakenduslingvistika Ühingu aastaraamat 2022 = Estonian papers in applied linguistics 2022. Tallinn : Eesti Keele Sihtasutus, 2022. lk. 279-302. (Eesti Rakenduslingvistika Ühingu aastaraamat ; 18).
https://doi.org/10.5128/ERYa18.16 https://www.ester.ee/record=b2033361*est - Viht, A., Lohk, A. Kvantitatiivne vaade Uue Testamendi 1630.-1730. aastate tõlgetele // Emakeele Seltsi aastaraamat (2022) vol. 67, 1, lk. 169-194.
https://doi.org/10.3176/esa67.09 - Leoste, J., Kikkas, K., Tammemäe, K., Rebane, M., Laugasson, E., Hakk, K. Telepresence robots in higher education - the current state of research // Robots in education : RiE 2022. Cham : Springer, 2022. p. 124-134. (Lecture notes in networks and systems ; 515).
https://doi.org/10.1007/978-3-031-12848-6_12 - Jaakkola, H., Henno, J., Systä, K., Henno, J. Practices for supervising master’s theses in company context : an anti-pattern approach // 2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO), 23-27 May 2022, Opatija, Croatia : proceedings. Rijeka : MIPRO, IEEE, 2022. p. 609-614.
https://doi.org/10.23919/MIPRO55190.2022.9803528 - Liutkevičius, M., Ben Yahia, S. Research roadmap for designing a virtual competence assistant for the European labor market // Procedia computer science (2022) vol. 207, p. 2404-2413.
https://doi.org/10.1016/j.procs.2022.09.299 - Henno, J., Jaakola, H., Mäkelä, J. Handling software icebergs // SQAMIA 2022 : Proceedings of the 9th Workshop on Software Quality Analysis, Monitoring, Improvement, and Applications. Aachen : RWTH Aachen University, 2022. 9 p. : ill. (CEUR Workshop Proceedings ; 3237).
https://urn.fi/URN:NBN:fi:tuni-202212299811 - Labanava, A., Dreyling III, R.M., Mortati, M., Liiv. I., Pappel, I. Capacity building in government : towards developing a standard for a functional specialist in AI for public services // Future Data and Security Engineering : Big Data, Security and Privacy, Smart City and Industry 4.0 Applications : 9th International Conference, FDSE 2022, Ho Chi Minh City, Vietnam, November 23-25, 2022 : proceedings. Singapore : Springer Nature, 2022. p. 503-516. (Communications in computer and information science ; 1688).
https://doi.org/10.1007/978-981-19-8069-5_34 - Inoubli, W., Aridhi, S., Mezni, H., Maddouri, M., Mephu Nguifo, E. A distributed and incremental algorithm for large-scale graph clustering // Future generation computer systems (2022) vol. 134, p. 334-347.
https://doi.org/10.1016/j.future.2022.04.013 - Henno, J., Jaakkola, H., Mäkelä, J. IT education in clouds and clouds in IT education // 2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO), 23-27 May 2022, Opatija, Croatia : proceedings. Rijeka : MIPRO, IEEE, 2022. p. 620-625.
https://doi.org/10.23919/MIPRO55190.2022.9803757 - Ishikawa, T., Ben Sassi, I., Ben Yahia, S. Assessment of malicious tweets impact on stock market prices // Research Challenges in Information Science : 15th International Conference, RCIS 2021, Limassol, Cyprus, May 11–14, 2021 : proceedings. Cham : Springer Nature, 2021. p. 330–346. (Lecture notes in business information processing ; 415).
https://doi.org/10.1007/978-3-030-75018-3_22 - Raun, K., Torim, A., Ben Yahia, S. GC and other methods for full and partial context coverage // Procedia computer science (2021) vol. 192, p. 746−755.
https://doi.org/10.1016/j.procs.2021.08.077 - Liutkevicius, Markko; Erlenheim, Regina Validating the usage of occupational classification systems in the process of creating a national virtual competency assistant within the EU labor market // Proceedings of the 14th International Conference on Theory and Practice of Electronic Governance (ICEGOV 2021), 6 – 8 October 2021, Athens, Greece. New York : ACM, 2022. p. 254−259.
https://doi.org/10.1145/3494193.3494228 - Ounoughi, C., Mouakher, A., Sherzad, M. I., Yahia, S. B. A scalable knowledge graph embedding model for next point-of-interest recommendation in Tallinn city // Research Challenges in Information Science : 15th International Conference, RCIS 2021, Limassol, Cyprus, May 11–14, 2021 : proceedings. Cham : Springer Nature, 2021. p. 435–451. (Lecture notes in business information processing ; 415).
https://doi.org/10.1007/978-3-030-75018-3_29 - Ben Sassi, I., Ben Yahia, S. Malicious accounts detection from online social networks : a systematic review of literature // International Journal of General Systems (2021) Vol. 50, 7, p. 741−814.
https://doi.org/10.1080/03081079.2021.1976773 - Shahin, M., Inoubli, W., Shah, S. A., Ben Yahia, S., Draheim, D. Distributed scalable association rule mining over Covid-19 data // Future Data and Security Engineering : 8th International Conference, FDSE 2021, Virtual Event, November 24–26, 2021 : proceedings. Cham : Springer Nature, 2021. p. 39-52. (Lecture notes in computer science ; 13076).
https://doi.org/10.1007/978-3-030-91387-8_3 - Jaakkola, H., Thalheim, B., Henno, J. About the essence of intelligence – will artificial intelligence (ever) cover human intelligence? // Information Modelling and Knowledge Bases XXXIII. Amsterdam : IOS Press, 2021. p. 19-43. (Frontiers in artificial intelligence and applications ; 343).
https://doi.org/10.3233/FAIA210475 - Henno, J., Jaakkola, H., Mäkelä, J. Machine learning vs human learning // 2021 44th International Convention on Information, Communication and Electronic Technology (MIPRO), September 27 - October 1, 2021, Opatija, Croatia : proceedings. Rijeka : MIPRO, 2021. p. 542−548.
https://doi.org/10.23919/MIPRO52101.2021.9596771 - Ounoughi, C., Yeferny, T., Ben Yahia, S. ZED-TTE: Zone embedding and deep neural network based travel time estimation approach // 2021 International Joint Conference on Neural Networks (IJCNN) : proceedings. Danvers : IEEE, 2021. 10 p.
https://doi.org/10.1109/IJCNN52387.2021.9533456 - Bouasker, S., Inoubli, W., Ben Yahia, S., Diallo, G. Pregnancy associated breast cancer gene expressions : new insights on their regulation based on rare correlated patterns // IEEE/ACM transactions on computational biology and bioinformatics (2021) vol. 18, 3, p. 1035−1048.
https://doi.org/10.1109/TCBB.2020.3015236 - Ben Sassi, Imen; Ben Yahia, Sadok How does context influence music preferences : a user-based study of the effects of contextual information on users’ preferred music // Multimedia Systems (2021) Vol. 27, 2, p. 143–160.
https://doi.org/10.1007/s00530-020-00717-x - Vedešin, A., Dogru, J. M. U., Liiv, I., Ben Yahia, S., Draheim, D. A secure data infrastructure for personal manufacturing based on a novel key-less, byte-less encryption method // IEEE Access (2020) vol. 8, p. 40039-40056 : ill.
https://doi.org/10.1109/ACCESS.2019.2946730 - Bond, F., Morgado da Costa, L., Goodman, M.W., McCrae, J.P., Lohk, A. Some issues with building a multilingual wordnet // LREC 2020 Marseille : Twelfth International Conference on Language Resources and Evaluation, May 11-16, 2020, Marseille, France : conference proceedings. Paris : European Language Resources Association, 2020. p. 3189-3197.
http://www.lrec-conf.org/proceedings/lrec2020/LREC-2020.pdf - Ots H., Liiv I., Tur D. Mobile phone usage data for credit scoring // Databases and Information Systems : 14th International Baltic Conference, DB&IS 2020, Tallinn, Estonia, June 16-19, 2020 : Proceedings. Cham : Springer, 2020. p. 82-95. (Communications in computer and information science ; 1243).
https://doi.org/10.1007/978-3-030-57672-1_7 - Jaakkola, H., Henno, J., Lahti, J-P. et al. Artificial intelligence and education // 2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO), 28 Sept.-2 Oct. 2020, Opatija, Croatia : proceedings. [S.l.] : MIPRO, 2020. p. 548-555.
https://doi.org/10.23919/MIPRO48935.2020.9245329 - Vedeshin A., Dogru J.M.U., Liiv I., Yahia S.B., Draheim D. Smart cyber-physical system for pattern recognition of illegal 3D designs in 3D printing // Smart Applications and Data Analysis : Third International Conference, SADASC 2020, Marrakesh, Morocco, June 25-26, 2020 : proceedings. Cham : Springer Nature, 2020. p. 74-85. (Communications in computer and information science ; 1207).
https://doi.org/10.1007/978-3-030-45183-7_6 - Lohk, A., Orav, H., Vare, K., Bond, F., Vaik, R. New polysemy structures in Wordnets induced by vertical polysemy // Proceedings of the 10th Global WordNet Conference : GWC 2019, July 23–27, 2019, Wroclaw, Poland. Wroclaw : Oficyna Wydawnicza Politechniki Wroclawskiej, 2019. p. 394-403.
https://clarin-pl.eu/dspace/handle/11321/718 "scopus" - Liutkevičius, M., Pappel, K.I. Butt, S.A., Pappel, I. Automatization of cross-border customs declaration : potential and challenges : a case study of the Estonian customs authority // Electronic Government : 19th IFIP WG 8.5 International Conference, EGOV 2020, Linköping, Sweden, August 31 - September 2, 2020 : proceedings. Cham : Springer, 2020. p. 96-109. (Lecture notes in computer science ; 12219).
https://doi.org/10.1007/978-3-030-57599-1_8 - Henno, J., Jaakkola, H., Mäkelä, J. Non-determinism in nowadays computing and IT // 2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO), 28 Sept.-2 Oct. 2020, Opatija, Croatia : proceedings. [S.l.] : MIPRO, 2020. p. 794-801.
https://doi.org/10.23919/MIPRO48935.2020.9245377 - Lind, G., Kuusik, Rein, inform. Comparison of matrix reordering algorithms based on monotone systems // The Fifteenth International Conference on Concept Lattices and Their Applications : CLA 2020, Tallinn, Estonia, June 29-July 1, 2020. Tallinn : Tallinn University of Technology, 2020. p. 281-286. (CEUR workshop proceedings ; 2668).
https://www.ester.ee/record=b5353358*est http://ceur-ws.org/Vol-2668/short2.pdf - Kumlander, D., Kulitškov, A. An experimental comparison of heuristic coloring algorithms in terms of found color classes on random graphs // WCGO 2019: Optimization of Complex Systems: Theory, Models, Algorithms and Applications. Cham : Springer, 2020. p. 365-375. (Advances in intelligent systems and computing ; 991).
https://doi.org/10.1007/978-3-030-21803-4_37 - Kumlander, D., Porošin, A. Reversed search maximum clique algorithm based on recoloring // WCGO 2019: Optimization of Complex Systems: Theory, Models, Algorithms and Applications. Cham : Springer, 2020. p. 458-467. (Advances in intelligent systems and computing ; 991).
https://doi.org/10.1007/978-3-030-21803-4_46 - Henno, J., Jaakkola, H., Mäkelä, J. Using multiplayer games to create secure communication // Eighth Workshop on Software Quality Analysis, Monitoring, Improvement, and Applications : SQAMIA 2019 : Ohrid, North Macedonia, 22 - 25. 09. 2019 : proceedings. Novi Sad : University of Novi Sad, Faculty of Sciences, Department of mathematics and informatics, 2019. p. 4-4:13 : ill.
https://perun.pmf.uns.ac.rs/pracner/down/sqamia2019/sqamia2019-proc.pdf - Yrjönkoski, K., Jaakkola, H., Systä, K., Mikkonen, T., Henno, J. Software business : A short history and trends for the future // Eighth Workshop on Software Quality Analysis, Monitoring, Improvement, and Applications : SQAMIA 2019 : Ohrid, North Macedonia, 22 - 25. 09. 2019 : proceedings. Novi Sad : University of Novi Sad, Faculty of Sciences, Department of mathematics and informatics, 2019. p. 18-18:18.
https://perun.pmf.uns.ac.rs/pracner/down/sqamia2019/sqamia2019-proc.pdf https://ceur-ws.org/Vol-2508/paper-yrj.pdf - Henno, J., Jaakkola, H., Mäkelä, J. Creating randomness with games // Acta Polytechnica Hungarica : journal of applied sciences at Budapest Polytechnic Hungary (2019) vol. 16, 9, p. 193-212 : ill.
http://acta.uni-obuda.hu/Henno_Jaakkola_Makela_96.pdf https://doi.org/10.12700/APH.16.9.2019.9.11 - Henno, J., Jaakkola, H., Mäkelä, J. Teaching for virtual work // 2019 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) : May 20 – 24, 2019, Opatija, Croatia : proceedings. Rijeka : MIPRO, 2019. p. 818-826 : ill.
https://doi.org/10.23919/MIPRO.2019.8756778 - Torim, A., Ben Yahia, S., Raun, K. Concise description of telecom service use through concept chains // MEDES '19 : a Digital Ecosystem for Personal Manufacturing : an Architecture for Cloud-based Distributed Manufacturing Operating Systems : proceedings. New York : ACM, 2019. p. 181–186 : ill.
https://doi.org/10.1145/3297662.3365790 - Torim, A., Raun, K., Mets, M. Covering concept lattices with concept chains // Graph-Based Representation and Reasoning : 24th International Conference on Conceptual Structures, ICCS 2019 : Marburg, Germany, July 1–4, 2019 : proceedings. Cham : Springer, 2019. p. 190-203 : ill. (Lecture notes in artificial intelligence ; 11530).
https://doi.org/10.1007/978-3-030-23182-8_14 - Paulsen, G., Vainik, E., Tuulik, M., Lohk, A. The lexicographer's voice : word classes in the digital era // Electronic lexicography in the 21st century: Smart lexicography : proceedings of the eLex 2019 conference. Brno : Lexical Computing CZ s.r.o., 2019. p. 319-337 : ill.
https://elex.link/elex2019/wp-content/uploads/2019/10/eLex-2019_Proceedings.pdf - Saari, M., Sillberg, P., Grönman, J., Henno, J. et al. Reducing energy consumption with IoT prototyping // Acta Polytechnica Hungarica : journal of applied sciences at Budapest Polytechnic Hungary (2019) vol. 16, 9, p. 73–91 : ill.
https://doi.org/10.12700/APH.16.9.2019.9.5 http://acta.uni-obuda.hu/Saari_Sillberg_Gronman_Kuusisto_Rantanen_Jaakkola_Henno_96.pdf - Vedešin, A., Dogru, J. M. U., Liiv, I., Draheim, D., Ben Yahia, S. A Digital ecosystem for personal manufacturing : an architecture for cloud-based distributed manufacturing operating systems // MEDES '19 : A Digital Ecosystem for Personal Manufacturing : An Architecture for Cloud-based Distributed Manufacturing Operating Systems : proceedings. New York : ACM, 2019. p. 224–228 : ill.
https://doi.org/10.1145/3297662.3365792 - Jaakkola, H., Henno, J., Mäkelä, J., Thalheim. B. Artificial intelligence yesterday, today and tomorrow // 2019 42nd International Convention on
Information and Communication Technology, Electronics and Microelectronics (MIPRO) : May 20 – 24, 2019, Opatija, Croatia : proceedings. Rijeka : MIPRO, 2019. p. 860 - 867 : ill.
https://doi.org/10.23919/MIPRO.2019.8756913 - Henno, J., Jaakkola, H., Mäkelä, J. Using games to understand and create randomness // Proceedings of the SQAMIA 2018: 7th Workshop of Software Quality, Analysis, Monitoring, Improvement, and Applications, Novi Sad, Serbia, 27-30. August 2018. Aachen : CEUR-WS.org, 2018. (CEUR workshop proceedings ; 2217).
https://www.scopus.com/record/display.uri?eid=2-s2.0-85054376554&origin=inward&txGid=738e163a0c73e3a2a124039455cafce7 - Öpik, R., Kirt, T., Liiv, I. Megatrend and intervention impact analyzer for jobs : a visualization method for labor market intelligence // Journal of official statistics (2018) vol. 34, 4, p. 961-979 : ill.
https://doi.org/10.2478/jos-2018-0047 - Henno, J., Jaakkola, H., Mäkelä, J. Adjusting university education with workspace training and self-education // 2018 41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2018), Opatija, Croatia, 21-25 May 2018 : proceedings. Rijeka : MIPRO, 2018. p. 701–708 : ill.
https://doi.org/10.23919/MIPRO.2018.8400131 - Jaakkola, H., Thalheim, B., Henno, J., Mäkela, J., Keto, H. Role of the user in information systems development // 2018 41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2018), Opatija, Croatia, 21-25 May 2018 : proceedings. Rijeka : MIPRO, 2018. p. 625–632 : ill.
http://doi.org/10.23919/MIPRO.2018.8400118 - Lohk, A., Tombak, M., Vare, K. An experiment : using Google Translate and semantic mirrors to create synsets with many lexical units // Proceedings of the 9th Global WordNet Conference : GWC 2018, January 8-12, 2018, Singapore. [S.l.] : The Global Word Net Association, 2018. p. 328-332.
http://doi.org/10.1109/EmpiRE.2018.00012 - Shah, S.A., Seker, D.Z., Rathore, M.M., Ben Yahia, S., Draheim, D. Towards disaster resilient smart cities : can internet of things and big data analytics be the game changers? // IEEE Access (2019) vol. 7, art. 8759905, p. 91885–91903.
https://doi.org/10.1109/ACCESS.2019.2928233 - Osman, I., Ben Yahia, S., Diallo, G. Ontology integration : approaches and challenging issues // Information Fusion (2021) vol. 71, p. 38-63 : ill.
https://doi.org/10.1016/j.inffus.2021.01.007 - Kaushik, M., Sharma, R., Arakkal Peious, S., Shahin, M., Yahia, S. B., Draheim, D. A systematic assessment of numerical association rule mining methods // SN Computer Science (2021) vol. 2, 5, art. 348.
https://doi.org/10.1007/s42979-021-00725-2 - Sellami, B., Hakiri, A., Ben Yahia, S. Deep Reinforcement Learning for energy-aware task offloading in join SDN-Blockchain 5G massive IoT edge network // Future generation computer systems (2022) vol. 137, p. 363-379.
https://doi.org/10.1016/j.future.2022.07.024 - Kaushik, M., Sharma, R., Arakkal Peious, S., Shahin, M., Ben Yahia, S., Draheim, D. On the potential of numerical association rule mining // Future Data and Security Engineering. Big Data, Security and Privacy, Smart City and Industry 4.0 Applications : 7th International Conference, FDSE 2020, Quy Nhon, Vietnam, November 25–27, 2020 : proceedings. Singapore : Springer, 2020. p. 3-20. (Communications in computer and information science ; 1306).
https://doi.org/10.1007/978-981-33-4370-2_1 - Shahin, M., Arakkal, P. S., Sharma, R., Kaushik, M., Ben Yahia, S., Shah, S. A., Draheim, D. Big data analytics in association rule mining : a systematic literature review // BDET 2021: 2021 the 3rd International Conference on Big Data Engineering and Technology (BDET) : proceedings. New York : ACM, 2021. p. 40-49. (ACM International Conference proceedings series).
https://doi.org/10.1145/3474944.3474951 - Zakraoui, J., Elloumi, S., AlJa'am, J. M., Ben Yahia, S. Improving Arabic text to image mapping using a robust machine learning technique // IEEE Access (2019) vol. 7, p. 18772 - 18782 : ill.
https://doi.org/10.1109/ACCESS.2019.2896713 - Sharma, R., Kaushik, M., Arakkal Peious, S., Ben Yahia, S., Draheim, D. Expected vs. unexpected : selecting right measures of interestingness // Big Data Analytics and Knowledge Discovery : 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14–17, 2020 : proceedings. Cham : Springer, 2020. p. 38-47. (Lecture Notes in Computer Science ; 12393).
https://doi.org/10.1007/978-3-030-59065-9_4 - Djeddi, W.E., Ben Yahia, S., Nguifo, E.M. Corrections to “A novel computational approach for global alignment for multiple biological networks” // IEEE/ACM transactions on computational biology and bioinformatics (2019) vol. 16, 2, p. 700.
https://doi.org/10.1109/TCBB.2019.2895762 - Souli, S., Amam, R., Ben Yahia, S. A robust pathological voices recognition system based on DCNN and scattering transform // Applied acoustics (2021) Vol. 177, art. 107854 : ill.
https://doi.org/10.1016/j.apacoust.2020.107854 - Yeferny, T., Hamad, S., Ben Yahia, S. Query learning-based scheme for pertinent resource lookup in Mobile P2P network // IEEE Access (2019) vol. 7, art. 6287639, p. 49059-49068.
https://doi.org/10.1109/ACCESS.2019.2910117 - Hammami, H., Yahia, S. B., Obaidat, M. S. A lightweight anonymous authentication scheme for secure cloud computing services // The Journal of Supercomputing (2021) vol. 77, 2, p. 1693-1713.
https://doi.org/10.1007/s11227-020-03313-y - Suran, S., Pattanaik, V., Ben Yahia, S., Draheim, D. Exploratory analysis of collective intelligence projects developed within the EU-Horizon 2020 framework // Computational Collective Intelligence 11th International Conference, ICCCI 2019, Hendaye, France, September 4–6, 2019, Proceedings, Part II. Cham : Springer Nature, 2019. p. 285-296. (Lecture notes in artificial intelligence ; 11684).
https://doi.org/10.1007/978-3-030-28374-2_25 - Sahnoun, S., Elloumi S., Ben Yahia, S. Event detection based on open information extraction and ontology // Computational Collective Intelligence : 11th International Conference, ICCCI 2019, Hendaye, France, September 4–6, 2019 : proceedings, part I. Cham : Springer Nature, 2019. p. 244-255 : ill. (Lecture notes in artificial intelligence ; 11683, Lecture notes in computer science ; 11683).
https://doi.org/10.1007/978-3-030-28377-3_20 - Arakkal Peious, S., Sharma, R., Kaushik, M., Shah, S.A., Ben Yahia, S. Grand reports : a tool for generalizing association rule mining to numeric target values // Big Data Analytics and Knowledge Discovery : 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020 : Proceedings. Cham : Springer Nature, 2020. p. 28-37. (Lecture notes in computer science ; 12393).
https://doi.org/10.1007/978-3-030-59065-9_3 - Sharma, R., Kaushik, M., Arakkal Peious, S., Bazin, A., Shah, S. A., Istok, F. Jr., Ben Yahia, S., Draheim, D. A novel framework for unification of association rule mining, online analytical processing and statistical reasoning // IEEE Access (2022) vol. 10, p. 12792-12813.
https://doi.org/10.1109/ACCESS.2022.3142537 - Souibgui, M., Atigui, F., Ben Yahia, S., Si-Said Cherfi, S. Business intelligence and analytics: On-demand ETL over document stores // Research Challenges in Information Science : 14th International Conference, RCIS 2020, Limassol, Cyprus, September 23-25, 2020 : Proceedings. Cham : Springer Nature, 2020. p. 556-561. (Lecture Notes in Business Information Processing ; 385).
https://doi.org/10.1007/978-3-030-50316-1_38 - Vainik, E., Lohk, A., Paulsen, G. The Distribution Index Calculator for Estonian // Electronic lexicography in the 21st century : post-editing lexicography : proceedings of the eLex 2021 conference : virtual, 5–7 July 2021. Brno : Lexical Computing CZ s.r.o, 2021. p. 121-138.
https://elex.link/elex2021/proceedings-download/ - Hammami, H., Ben Yahia, S., Obaidat, M. Scalable and efficient authentication scheme for secure smart grid communication // IET Networks (2020) vol. 9, 4, p. 165-169.
https://doi.org/10.1049/iet-net.2019.0225 - Allani, S., Yeferny, T., Chbeir, R., Ben Yahia, S. Towards a smarter directional data aggregation in VANETs // World Wide Web (2020) vol. 23, 4, p. 2303−2322 : ill.
https://doi.org/10.1007/s11280-019-00749-y - Paulsen, G., Vainik, E., Lohk, A., Tuulik, M. Catching lexemes. The case of Estonian noun-based ambiforms // Electronic lexicography in the 21st century : post-editing lexicography : proceedings of the eLex 2021 conference : virtual, 5–7 July 2021. Brno : Lexical Computing CZ s.r.o, 2021. p. 288-311 : ill.
https://elex.link/elex2021/proceedings-download/ - Lohk, A., Ross, K. Joachim Rossihniuse ja Heinrich Stahli perikoopide võrdlus, A comparison of the pericopes of Joachim Rossihnius and Heinrich Stahl // Emakeele Seltsi aastaraamat. Tallinn : Teaduste Akadeemia Kirjastus, 2019. lk. 65–110.
https://doi.org/10.3176/esa64.03 https://kirj.ee/the-yearbook-of-the-estonian-mother-tongue-society-publications/?filter[year]=2019&filter[issue]=370&filter[publication]=2952 - Hamdi, S., Hamdi, A., Ben Yahia, S. BERT and Word embedding for interest mining of Instagram users // Advances in Computational Collective Intelligence : 14th International Conference, ICCCI 2022, Hammamet, Tunisia, September 28-30, 2022, Proceedings. Cham : Springer, 2022. p. 123 - 136. (Communications in computer and information science ; 1653).
https://doi.org/10.1007/978-3-031-16210-7_10 - Al Ghawail, E.A., Ben Yahia, S., Alrzini, J.R. Gamification model for developing e-learning in Libyan higher education // Smart education and e-learning 2021. Cham : Springer, 2022. p. 97-110 : ill. (Smart innovation, systems and technologies ; 240).
https://doi.org/10.1007/978-981-16-2834-4_9 - Bhattarai, R., Pappel, I., Vainsalu, H., Yahia, S.B., Draheim, D. The impact of the single digital gateway regulation from the citizens' perspective // Procedia Computer Science (2019) Vol. 164, p. 159 - 167.
https://doi.org/10.1016/j.procs.2019.12.168 - Pileggi, S.F., Crain, H., Yahia, S.B. An ontological approach to knowledge building by data integration // Computational Science and Its Applications – ICCSA 2020 : 20th international conference, Amsterdam, The Netherlands, June 3–5, 2020, proceedings, part VII (2020). Cham : Springer, 2020. p. 479 - 493. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; 12143).
https://doi.org/10.1007/978-3-030-50436-6_35 - Al Ghawail, E.A., Ben Yahia, S. Using the e-learning gamification tool Kahoot! to learn chemistry principles in the classroom // Procedia computer science (2022) Vol. 207, p. 2667 - 2676.
https://doi.org/10.1016/j.procs.2022.09.325 - Abdellatif, S., Ben Hassine, M.A., Ben Yahia, S. Novel interestingness measures for mining significant association rules from imbalanced data // Web, Artificial Intelligence and Network Applications :Proceedings of the Workshops of the 33rd International Conference on Advanced Information Networking and Applications (WAINA-2019). Cham : Springer Nature, 2019. (Advances in intelligent systems and computing ; 927).
https://doi.org/10.1007/978-3-030-15035-8_16 - Ghawail, E.A.A., Yahia, S.B., Alrshah, M.A. Challenges of applying e-learning in the libyan higher education system // International journal of advanced trends in computer science and engineering (2019) vol. 8, 1.4 S1, p. 38-43 : ill.
https://doi.org/10.30534/ijatcse/2019/0681.42019 - Ben Chaabene, S., Yeferny, T., Ben Yahia, S. A Roadside unit placement scheme for Vehicular Ad-hoc Networks // Advanced Information Networking and Applications : proceedings of the 33rd International Conference on Advanced Information Networking and Applications (AINA-2019). Cham : Springer Nature, 2020. p. 619-630. (Advances in intelligent systems and computing ; 926).
https://doi.org/10.1007/978-3-030-15032-7_52 - Souibgui, M., Atigui, F., Ben Yahia, S., Cherfi, S. S-S. An embedding driven approach to automatically detect identifiers and references in document stores // Data & knowledge engineering (2022) vol. 139, art. 102003.
https://doi.org/10.1016/j.datak.2022.102003 - Trabelsi, S., Bennani, M.T., Yahia, S.B. A new test suite reduction approach based on hypergraph minimal transversal mining // Future Data and Security Engineering : 6th International Conference, FDSE 2019, Nha Trang City, Vietnam, November 27–29, 2019, Proceedings. Berlin : Springer, 2019. p. 15-30. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; 11814).
https://doi.org/10.1007/978-3-030-35653-8_2 - McBride, K., Kütt, A., Ben Yahia, S., Draheim, D. On positive feedback loops in digital government architecture // MEDES '19 : A Digital Ecosystem for Personal Manufacturing : An Architecture for Cloud-based Distributed Manufacturing Operating Systems : proceedings. New York : ACM, 2019. p. 174–180 : ill.
https://doi.org/10.1145/3297662.3365817 - Shah, S. A., Ben Yahia, S., McBride, K. D. B., Jamil, A., Draheim, D. Twitter streaming data analytics for disaster alerts // 2021 2nd International Informatics and Software Engineering Conference (IISEC) : proceedings. : IEEE, 2021. 6 p.
https://doi.org/10.1109/IISEC54230.2021.9672370 - Bouasker, S., Ben Yahia, S., Diallo, G. An insight into biological datamining based on rarity and correlation as constraints // SAC '19 : proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing. New York : ACM, 2019. p. 3-10 : ill.
https://doi.org/10.1145/3297280.3297281 - Houari, A., Ben Yahia, S. Top-K formal concepts for identifying positively and negatively correlated biclusters // Model and Data Engineering : 10th International Conference, MEDI 2021, Tallinn, Estonia, June 21–23, 2021 : proceedings. Cham : Springer Nature, 2021. p. 156-172. (Lecture notes in computer science ; 12732).
https://doi.org/10.1007/978-3-030-78428-7_13 - Zekri, M., Zahaf, S., Yahia, S.B. Specification of the data warehouse for the decision-making dimension of the bid process information system // Procedia computer science (2019) Vol. 159, p. 756 - 763.
https://doi.org/10.1016/j.procs.2019.09.231 - Ben Chaabene, S., Yeferny, T., Ben Yahia, S. An efficient roadside unit deployment method for vehicular ad-hoc networks // Procedia computer science (2020) vol. 176, p. 771-780.
https://doi.org/10.1016/j.procs.2020.09.072 - Elloumi, S., Ben Yahia, S., Al Ja’am, J. Using mandatory concepts for knowledge discovery and data structuring // Database and Expert Systems Applications : 30th International Conference, DEXA 2019, Linz, Austria, August 26–29, 2019, Proceedings, Part II. Cham : Springer, 2019. p. 362 - 375. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; 11707).
https://doi.org/10.1007/978-3-030-27618-8_27 - Zekri, M., Ben Yahia, S., Hilali-Jaghdam, I. A Software Prototype for Multidimensional Design of Data Warehouses Using Ontologies // Computational Collective Intelligence : 11th International Conference, ICCCI 2019, Hendaye, France, September 4–6, 2019 : proceedings, part II. Cham : Springer Nature, 2019. p. 273-284 : ill. (Lecture notes in artificial intelligence ; 11684).
https://doi.org/10.1007/978-3-030-28374-2_24 - Osman, I., Pileggi, S. F., Ben Yahia, S., Diallo, G. An alignment-based implementation of a holistic ontology integration method // MethodsX (2021) Vol. 8, art. 101460, p. 1–29.
https://doi.org/10.1016/j.mex.2021.101460 - Ghabri, I., Bellatreche, L., Ben Yahia, S. Selection of a green logical data warehouse schema by anti-monotonicity constraint // SOFSEM 2020: Theory and Practice of Computer Science : 46th International Conference on Current Trends in Theory and Practice of Informatics, SOFSEM 2020, Limassol, Cyprus, January 20-24, 2020 : Proceedings. Cham : Springer, 2020. p. 350-361. (Lecture notes in computer science ; 12011).
https://doi.org/10.1007/978-3-030-38919-2_29 - Semassel, I.E., Yahia, S.B. Effective optimization of billboard ads based on CDR data leverage // Journal of Telecommunications and the Digital Economy (2022) Vol. 10, 2, p. 76-95.
https://doi.org/10.18080/jtde.v10n2.527 - Hammami, H., Obaidat, M.S., Ben Yahia, S. An efficient authentication and key agreement scheme for secure smart grid communication services // International journal of communication systems (2020) vol. 33, 15, art. e4558, p. 1−13.
https://doi.org/10.1002/dac.4558 - Braud, A., Dolques, X., Missaoui, R., Baixeries, J., Yahia, S.B., Bertet, K., Cellier, P., Cordero, P., Couceiro, M., Cristea, D., Demko, C., Eklund, P. et al. Preface // Analyzing Real Data with Formal Concept Analysis 2021. Aachen : CEUR-WS, 2021. p. 4. (CEUR Workshop Proceedings ; 3151).
https://ceur-ws.org/Vol-3151/xpreface.pdf - Hammami, H., Obaidat, M.S., Ben Yahia, S. An enhanced lightweight authentication scheme for secure access to cloud data // Proceedings of the 17th International Joint Conference on e-Business and Telecommunications, ICETE 2020 - Volume 3: ICE-B, Lieusaint, Paris, France, July 8-10, 2020. [S.l.] : SciTePress, 2020. p. 110-117.
https://doi.org/10.5220/0009824301100117 - Torim, A., Liiv, I., Ounoughi, C., Yahia, S.B. Pattern based software architecture for predictive maintenance // Nordic Artificial Intelligence Research and Development : 4th Symposium of the Norwegian AI Society, NAIS 2022, Oslo, Norway, May 31 - June 1, 2022 : revised selected papers. Cham : Springer Nature, 2022. p. 26-38.
https://doi.org/10.1007/978-3-031-17030-0_3 - El Abdi, M., Ali, B.S.B., Ben Yahia, S. A new approach of morphological analysis of arabic syntagmatic units based on a linguistic ontology // Computational Collective Intelligence : 14th International Conference, ICCCI 2022, Hammamet, Tunisia, September 28–30, 2022, Proceedings. Berlin : Springer, 2022. p. 364 - 377. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; 13501).
https://doi.org/10.1007/978-3-031-16014-1_29 - Lohk, A., Vainik, E., Paulsen, G., Rebane, M., Bond, F. Extended clusters of vertical polysemy : an explorative study of eleven wordnets // Eesti Rakenduslingvistika Ühingu aastaraamat 2021 = Estonian Papers in Applied Linguistics 2021. Tallinn : Eesti Rakenduslingvistika Ühing, 2021. p. 193-210 : ill. (Eesti Rakenduslingvistika Ühingu aastaraamat ; 17).
https://doi.org/10.5128/ERYa17.11 https://www.ester.ee/record=b2033361*est - Hammami, H., Obaidat, M.S., Ben Yahia, S. A novel anonymous authentication and key agreement scheme for smart grid // Proceedings of the 17th International Joint Conference on e-Business and Telecommunications, ICETE 2020 - Volume 3: ICE-B, Lieusaint, Paris, France, July 8-10, 2020. [S.l.] : SciTePress, 2020. p. 357-362.
https://doi.org/10.5220/0009824203570362 - Hakiri, A., Sallemi, B., Ghandour, F., Ben Yahia, S. Secure, context-aware and QoS-enabled SDN architecture to improve energy efficiency in IoT-based smart buildings // Distributed computing for emerging smart networks : Second International Workshop, DiCES-N 2020, Bizerte, Tunisia, December 18, 2020, proceedings. Cham : Springer Nature, 2020. p. 55-74 : ill. (Communications in computer and information science ; 1348).
https://doi.org/10.1007/978-3-030-65810-6_4 - Attiogbé, C., Ben Yahia, S. Preface // Model and Data Engineering : 10th International Conference, MEDI 2021, Tallinn, Estonia, June 21–23, 2021 : proceedings. Cham : Springer Nature, 2021. p. v-vi. (Lecture Notes in Computer Science ; 12732).
https://doi.org/10.1007/978-3-030-78428-7 - Cheah, W., Norta, A., Yahia, S.B., Hakiri, A., Sim, Y.W. BLAIC 2022: 1stworkshop on blockchain and AI for community : chairs' welcome and workshop summary // WebSci '22: Proceedings of the 14th ACM Web Science Conference 2022. New York : ACM, 2022. p. 433 - 434. (ACM International Conference proceedings series).
https://doi.org/10.1145/3501247.3539019 - Eslamirad, N., De Luca, F., Lylykangas, K. S., Ben Yahia, S. Data generative machine learning model for the assessment of outdoor thermal and wind comfort in a northern urban environment // Frontiers of architectural research (2023) vol. 12, 3, p. 541-555 : ill.
https://doi.org/10.1016/j.foar.2022.12.001 - Hammami, H., Ben Yahia, S., Obaidat, M. S. A novel efficient and lightweight authentication scheme for secure smart grid communication systems // The Journal of Supercomputing (2023) vol. 79, 7, p. 7360 - 7376.
https://doi.org/10.1007/s11227-022-04944-z - Eslamirad, N., De Luca, F., Lylykangas, K. S., Ben Yahia, S., Rasoulinezhad, M. Geoprocess of geospatial urban data in Tallinn, Estonia // Data in brief (2023) vol. 48, art. 109172, 13 p. : ill.
https://doi.org/10.1016/j.dib.2023.109172 - Iliste, E., Lomp, S., Pikas, E., Arumägi, E., Hallik, J., Õiger, K., Kisel, E., Liiv, I., Kalamees, T. Heat loss characteristics of typology-based apartment building external walls for a digital twin-based renovation strategy tool // Journal of Physics: Conference Series (2023) vol. 2654, 1, 8 p.
https://doi.org/10.1088/1742-6596/2654/1/012125 - Arumägi, E., Hallik, J., Pikas, E., Kalamees, T., Liiv, I., Kisel, E. Quantification of building envelope heat losses on a district level for comparative renovation strategies assessment // Journal of Physics: Conference Series. : IOP Publishing, 2023. 10 p.
https://doi.org/10.1088/1742-6596/2654/1/012003 - Eslamirad, N., Sepulveda, A., De Luca, F., Lylykangas, K. S., Ben Yahia, S. Outdoor thermal comfort optimization in a cold climate to mitigate the level of urban heat island in an urban area // Energies (2023) vol. 16, 12, art. 4546, 28 p. : ill.
https://doi.org/10.3390/en16124546 - Vainik, E., Paulsen, G., Lohk, A., Tuulik, M. Towards the morphosyntactic corpus profile of prototypical adjectives in Estonian // Eesti Rakenduslingvistika Ühingu aastaraamat 2023 = Estonian papers in applied linguistics 2023. Tallinn : Eesti Rakenduslingvistika Ühing, 2023. p. 225-244 : ill. (Eesti Rakenduslingvistika Ühingu aastaraamat ; 19).
https://doi.org/10.5128/ERYa19.13 https://www.ester.ee/record=b2033361*est - Leoste, J., Heidmets, M., Virkus, S., Talisainen, A., Rebane, M.,Kasuk, T., Tammemäe, K., Kangur, K., Kikkas, K., Marmor, K. Keeping distance with a telepresence robot : a pilot study // Frontiers in education (2023) vol. 7, art. 1046461 : ill.
https://doi.org/10.3389/feduc.2022.1046461 - Eslamirad, N., De Luca, F., Ben Yahia, S., Lylykangas, K.S. From near real-time urban data to an explainable city-scale model to help reduce the Urban Heat Island (UHI) effect // Journal of Physics: Conference Series (2023) vol. 2600, Thermal environment, art. 092012, p. 1-6 : ill.
https://doi.org/10.1088/1742-6596/2600/9/092012 - Ounoughi, C., Ounoughi, D., Ben Yahia, S. EcoLight+ : a novel multi-modal data fusion for enhanced eco-friendly traffic signal control driven by urban traffic noise prediction // Knowledge and information systems (2023) vol. 65, p. 5309–5329.
https://doi.org/10.1007/s10115-023-01938-y - Rincon-Yanez, D., Ounoughi, C., Sellami, B., Kalvet, T., Tiits, M., Senatore, S., Ben Yahia, S. Accurate prediction of international trade flows : leveraging knowledge graphs and their embeddings // Journal of King Saud University - computer and information sciences (2023) vol. 35, 10, art. 101789, 11 p.
https://doi.org/10.1016/j.jksuci.2023.101789 - Kerikmäe, T., Kajander, A., Hamulak, O., Mesarcik, M., Andraško, J., Liiv, I. Developing autonomous robotic transport systems for hospitals and medical facilities : legal challenges // Icon (2023) vol. 28, 2, p. 88-104.
https://www.icohtec.org/icon/volume-28-issue-2-2023/ https://doi.org/10.11590/icon.2023.2.04 - Paulsen, G., Lohk, A., Tuulik, M., Vainik, E. From experiments to an application : the first prototype of an adjective detector for Estonian // Electronic lexicography in the 21st century (eLex 2023) : Invisible Lexicography : proceedings of the eLex 2023 conference. Brno : LexicalComputingCZ s.r.o., 2023. p. 476-500.
https://elex.link/elex2023/wp-content/uploads/elex2023_proceedings.pdf - Parts, E-R., Pikas, E., Parts, T. M., Arumägi, E., Liiv, I. Quality and accuracy of digital twin models for the neighbourhood level building energy performance calculations // E3S Web of Conferences : 11th International Conference on Indoor Air Quality, Ventilation and Energy Conservation in Buildings, IAQVEC2023. : EDP Sciences, 2023. art. 04021, 8 p. : ill. (E3S Web of Conferences ; 396).
https://doi.org/10.1051/e3sconf/202339604021 - Liiv, I. Data science techniques for cryptocurrency blockchains. 1., : Springer, 2021. XII, 111 p. (Behaviormetrics: Quantitative Approaches to Human Behavior ; 9).
https://doi.org/10.1007/978-981-16-2418-6