WP5 – Stage 1 – Intelligent service recommendation for users

Planned activities during stage 2

Activity 5.3

(Further) development of new models for intelligent service recommendation for users.

Activity 5.4

Development of universal prototype software applications for IoT services in order to discover and use their best instances in accordance with the ABC&S principle.

Results achieved during stage 2

During stage 2, all planned (including additional) results under FP5 have been achieved, as follows:

New effective and efficient models for intelligent service recommendation have been developed to make it easier for users to use them anytime, anywhere.
The results achieved under this work package are presented in the following scientific publications:

In journals with an impact factor / impact rank – 2.50 publications1.

[5.1*]	Z. Ji and I. Ganchev. 2025. “Novel GRU-based Drug Recommendation Model”. WSEAS Transactions on Information Science and Applications. (accepted and sent for printing; will be referenced in Scopus, SJR₂₀₂₃=0.126 / Q4)
[5.2*]	H. Zhang, X. Zeng, I. Ganchev. 2024. “WeightedSLIM: A Novel Item-Weights Enriched Baseline Recommendation Model”. WSEAS Transactions on Computer Research, Vol. 12, February, Pp. 201-210. ISSN: 1991-8755. eISSN: 2415-1521. DOI: 10.37394/232018.2024.12.20. Scopus, SJR₂₀₂₃=0.144 / Q4 https://wseas.com/journals/articles.php?id=8908
[3.1*]	X. Zeng, M. Huang, H. Zhang, Z. Ji, I. Ganchev. 2024. “Novel Human Activity Recognition and Recommendation Models for Maintaining Good Health of Mobile Users”. WSEAS Transactions on Information Science and Applications, Vol. 21, Art. #4, Pp. 33-46. January. ISSN: 1790-0832. eISSN: 2224-3402. DOI: 10.37394/23209.2024.21.4. Scopus, SJR=0.126 / Q4 https://wseas.com/journals/articles.php?id=8824

In conference proceedings, referenced in WoS/Scopus – 6 publications.

[5.3*]	L. Pendov. 2024. “Universal Interpersonal Communication Application (UICA) – File Transfer”. Proc. of the 32nd National Conference with International Participation "TELECOM 2024", Pp. 1-4, 21-22 November, Sofia, Bulgaria. eISSN: 2837-5246. eISBN: 979-8-3503-5500-0. DOI: 10.1109/TELECOM63374.2024.10812242. (will be referenced in Scopus) https://ieeexplore.ieee.org/document/10812242
[5.4*]	J. Zhang, C. Du, J. Jiang, Z. Ji, I. Ganchev. 2024. “Personalized Recommendations of Drugs to Patients”. Proc. of 2024 9th International Conference on Mathematics and Computers in Sciences and Industry (MCSI 2024), pp. 134-138. 22-24 August. Rhodes Island, Greece. ISBN: 979-8-3503-7722-4/24. DOI: 10.1109/MCSI63438.2024.00030. (will be referenced in Scopus) https://ieeexplore.ieee.org/document/10817752
[5.5*]	X. Zeng, H. Zhang, N. S. Nikolov, I. Ganchev. 2024. “Effective Recommendation of Services Based on Weights Obtained from Implicit User Feedback” (plenary paper). Proc. of International Conference on Applied Physics, Simulation and Computing (APSAC 2024), pp. x1-x5, AIP Conference Proceedings. 20-22 June. Rome, Italy. ISSN: 0094-243X / 1551-7616. (accepted and sent for printing; will be referenced in Scopus, SJR₂₀₂₃=0.152)
[5.6*]	L. Pendov. 2023. “Universal Interpersonal Communication Application Prototyping”. Proc. of the 31st National Conference with International Participation "TELECOM 2023", Pp. 1-4, 16-17 November, Sofia, Bulgaria. eISSN: 2837-5246. eISBN: 979-8-3503-0329-2. DOI: 10.1109/TELECOM59629.2023.10409598. Scopus https://ieeexplore.ieee.org/document/10409598
[5.7*]	L. Pendov and I. Ganchev. 2022. “An Architecture for Creating Universal Interpersonal Communication Applications (UICAs)”. Proc. of the 30th National Conference with International Participation "TELECOM 2022", Pp. x1-x4, 27-28 October, Sofia, Bulgaria. eISBN: 978-1-6654-8212-7. DOI: 10.1109/TELECOM56127.2022.10017317. Scopus https://ieeexplore.ieee.org/document/10017317
[5.8*]	I. Ganchev, Z. Ji, M. O'Droma. 2022. “Intelligent System for Recommendation of Mobile Services to Consumers”. Proc. of 2022 3rd URSI Atlantic and Asia Pacific Radio Science Meeting (AT-AP-RASC), Pp. x1-x4, 29 May - 3 June, Gran Canaria, Spain. eISBN: 978-9-4639-6-8058. DOI: 10.23919/AT-AP-RASC54737.2022.9814399. WoS Scopus https://ieeexplore.ieee.org/document/9814399

In other events – 1 publication.

[5.9*]

I. Ganchev. 2022. “Smart Service Recommendations Supported by Cloud Computing”. Global Summit on Applied Science, Engineering and Technology (GSASET2022). 17 March. Dubai, UAE (virtual event). Book of Abstracts, p. 21 (The Scientistt).

1 The total number of publications in this category is not an integer, as the contribution of publication [3.1*] to the results achieved under WP5 during stage 2 of the project is estimated at 50%. The remaining 50% of the same publication is counted towards the results achieved under WP3 during stage 2 of the project.