• Accurate prediction of international trade flows : leveraging knowledge graphs and their embeddingsRincon-Yanez, Diego; Ounoughi, Chahinez; Sellami, Bassem; Kalvet, Tarmo; Tiits, Marek; Senatore, Sabrina; Ben Yahia, SadokJournal of King Saud University - computer and information sciences2023 / art. 101789, 11 p https://doi.org/10.1016/j.jksuci.2023.101789 https://www.scopus.com/sourceid/21100389724 https://www.scopus.com/record/display.uri?eid=2-s2.0-85177812199&origin=inward&txGid=799145f5bacd6a5f6a40c64cef4649b6 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=J%20KING%20SAUD%20UNIV-COM&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001123027900001
• At the crossroads of product complexity, market demand, and machine learningKalvet, Tarmo; Tiits, Marek; Ounoughi, Chahinez; Ben Sassi, Imen; Ben Yahia, SadokManagement & marketing2024
• Data fusion for ITS : a systematic literature reviewOunoughi, Chahinez; Ben Yahia, SadokInformation Fusion2023 / p. 267-291 https://doi.org/10.1016/j.inffus.2022.08.016 https://www.scopus.com/sourceid/26099 https://www.scopus.com/record/display.uri?eid=2-s2.0-85137119876&origin=inward&txGid=cd457ee336cc3d951cf21f7e96f7076b https://jcr.clarivate.com/jcr-jp/journal-profile?journal=INFORM%20FUSION&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:000859368100001
• Doktoritöö pakkus välja nutilahenduse lärmakate ummikute vastunovaator.err.ee2024 https://novaator.err.ee/1609293675/doktoritoo-pakkus-valja-nutilahenduse-larmakate-ummikute-vastu https://digikogu.taltech.ee/et/Item/9eeeebb0-87bf-4171-bc94-0a0dcf74e9fb
• EcoLight : Eco-friendly traffic signal control driven by urban noise predictionOunoughi, Chahinez; Touibi, Ghofrane; Ben Yahia, SadokDatabase and Expert Systems Applications : 33rd International Conference, DEXA 2022, Vienna, Austria, August 22-24, 2022 : proceedings, Part I2022 / p. 205–219 https://doi.org/10.1007/978-3-031-12423-5_16 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85135823367&origin=inward&txGid=f415d46c5a8bbc8af7ae041eca31f946 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000877013800016
• EcoLight+ : a novel multi-modal data fusion for enhanced eco-friendly traffic signal control driven by urban traffic noise predictionOunoughi, Chahinez; Ounoughi, Doua; Ben Yahia, SadokKnowledge and information systems2023 / p. 5309–5329 https://doi.org/10.1007/s10115-023-01938-y https://www.scopus.com/sourceid/15703 https://www.scopus.com/record/display.uri?eid=2-s2.0-85165672342&origin=inward&txGid=303c2d3466a6c57265b9d8f6f1d75200 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=KNOWL%20INF%20SYST&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001036727000001
• Expect : eXplainable prediction model for energy consumpTionMouakher, Amira; Inoubli, Wissem; Ounoughi, Chahinez; Ko, AndreaMathematics2022 / art. 248 https://doi.org/10.3390/math10020248 https://www.scopus.com/sourceid/21100830702 https://www.scopus.com/record/display.uri?eid=2-s2.0-85122992437&origin=inward&txGid=e0df597b79fc3cbf18f9d773df7a31e9 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=MATHEMATICS-BASEL&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000750702300001
• Harnessing graph neural networks to predict international trade flowsSellami, Bassem; Ounoughi, Chahinez; Kalvet, Tarmo; Tiits, Marek; Rincon-Yanez, DiegoBig Data and Cognitive Computing2024 / art. 65 https://doi.org/10.3390/bdcc8060065 https://www.scopus.com/sourceid/21101020112 https://www.scopus.com/record/display.uri?eid=2-s2.0-85197187647&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.3390%2Fbdcc8060065%29&sessionSearchId=9a261a124a4e95257082f88f23bb8eeb&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=BIG%20DATA%20COGN%20COMPUT&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001254633500001
• High-accuracy prediction of international raw material trade flows using temporal fusion transformerArrar, Djihad; Ounoughi, Chahinez; Kamel, Nadjet; Kalvet, Tarmo; Tiits, Marek; Ben Yahia, SadokInternational Journal of Data Science and Analytics2025 / art. 100288 https://doi.org/10.1007/s41060-025-00781-4 https://link.springer.com/article/10.1007/s41060-025-00781-4
• Pattern based software architecture for predictive maintenanceTorim, Ants; Liiv, Innar; Ounoughi, Chahinez; Ben Yahia, SadokNordic Artificial Intelligence Research and Development : 4th Symposium of the Norwegian AI Society, NAIS 2022, Oslo, Norway, May 31 - June 1, 2022 : revised selected papers2022 / p. 26-38 https://doi.org/10.1007/978-3-031-17030-0_3 https://www.scopus.com/sourceid/17700155007 https://www.scopus.com/record/display.uri?eid=2-s2.0-85148695756&origin=inward&txGid=d9d457022b0ac104b7c9dafd533e7701
• Relatedness and Product Complexity Meet Gravity Models of International TradeTiits, Marek; Kalvet, Tarmo; Ounoughi, Chahinez; Ben Yahia, SadokJournal of open innovation: technology, market, and complexity2024 / art. 100288 https://doi.org/10.1016/j.joitmc.2024.100288
• A scalable knowledge graph embedding model for next point-of-interest recommendation in Tallinn cityOunoughi, Chahinez; Mouakher, Amira; Sherzad, Muhammad Ibraheem; Ben Yahia, SadokResearch Challenges in Information Science : 15th International Conference, RCIS 2021, Limassol, Cyprus, May 11–14, 2021 : proceedings2021 / p. 435–451 https://doi.org/10.1007/978-3-030-75018-3_29 https://www.scopus.com/sourceid/17500155101 https://www.scopus.com/record/display.uri?eid=2-s2.0-85111162056&origin=inward&txGid=ef996e45ad51b2d6dfa7eab5d1368e27 https://www.webofscience.com/wos/woscc/full-record/WOS:000886549300029
• Sequence to sequence hybrid Bi-LSTM model for traffic speed predictionOunoughi, Chahinez; Ben Yahia, SadokExpert systems with applications2024 / art. 121325 https://doi.org/10.1016/j.eswa.2023.121325 https://www.scopus.com/sourceid/24201 https://www.scopus.com/record/display.uri?eid=2-s2.0-85170565821&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=ALL%28%22Sequence+to+sequence+hybrid+Bi-LSTM+model+for+traffic+speed+prediction%22%29&sessionSearchId=f53bb18a788748acab088b0e35200e2d&relpos=8 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=EXPERT%20SYST%20APPL&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001075079800001
• ZED-TTE: Zone embedding and deep neural network based travel time estimation approachOunoughi, Chahinez; Yeferny, Taoufik; Ben Yahia, Sadok2021 International Joint Conference on Neural Networks (IJCNN) : proceedings2021 / 10 p https://doi.org/10.1109/IJCNN52387.2021.9533456 https://www.scopus.com/sourceid/96537 https://www.scopus.com/record/display.uri?eid=2-s2.0-85116481508&origin=inward&txGid=f483e4d712e5fa9a06a7dfdc6372c721 https://www.webofscience.com/wos/woscc/full-record/WOS:000722581701046
• Urban traffic : data fusion and vehicle flow prediction in smart cities = Linnaliiklus : andmete ühtesulamine ja sõidukite voo prognoosimine nutikates linnadesOunoughi, Chahinez2024 https://digikogu.taltech.ee/et/Item/9eeeebb0-87bf-4171-bc94-0a0dcf74e9fb https://doi.org/10.23658/taltech.8/2024
• Умное управление светофорами может снизить шум и уменьшить пробкиHarrik, Airikarus.err.ee2024 https://nauka.err.ee/1609294362/umnoe-upravlenie-svetoforami-mozhet-snizit-shum-i-umenshit-probki https://digikogu.taltech.ee/et/Item/9eeeebb0-87bf-4171-bc94-0a0dcf74e9fb