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2023 | OriginalPaper | Chapter

An Innovative Recommendation System for a Knowledge Transfer Matchmaking Platform

Authors : Gabriela Rus, Laurentiu Nae, Bogdan Gherman, Calin Vaida, Michel Deriaz, Eduard Oprea, Doina Pisla

Published in: ICT for Health, Accessibility and Wellbeing

Publisher: Springer Nature Switzerland

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Abstract

The phenomenon of aging, which has become more prevalent in our society in recent decades, has raised a number of concerns about the well-being of the elderly. Studies show that a significant percentage of retired seniors suffer from depression as a result of inactivity and a poor social environment. In order to provide seniors an opportunity to reintegrate into a healthy work environment, a knowledge transfer platform was created, with the goal of allowing seniors to share their knowledge with organizations that required the experience of a specialist. The paper presents a hybrid system that can recommend mentors for a certain assignment to companies, based on their abilities. Using AI agents, a combination of a matchmaking system and a collaborative filter calculates the similarity between the corporate profile and candidate profiles. The functionality of the system has been tested on different scenarios.

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Integrated Care for Older People: Guidelines on Community-Level Interventions to Manage Declines in Intrinsic Capacity. World Health Organization, Geneva (2017)

Dahlberg, L., McKee, K.J.: Correlates of social and emotional loneliness in older people: evidence from an English community study. Aging Ment. Health 18(4), 504–514 (2014)CrossRef

Şahin, D.S., Özer, Ö., Yanardağ, M.Z.: Perceived social support, quality of life and satisfaction with life in elderly people. Educ. Gerontol. 1–9 (2019)

Lee, D.H., Brusilovsky, P.: Fighting information overflow with personalized comprehensive information access: a proactive job recommender. In: Third International Conference on Autonomic and Autonomous Systems (ICAS 2007), p. 21 (2007)

Yuan, L., Guangjian, N., Haoxi, Z.: Research on position recommendation system based on convolutional neural network. In: Journal of Physics: Conference Series (2022)

Pudasaini, S., Shakya, S., Lamichhane, S., Adhikari, S., Tamang, A., Adhikari, S.: Scoring of resume and job description using Word2Vec and matching them using Gale–Shapley algorithm. In: Jeena Jacob, I., Gonzalez-Longatt, F.M., Shanmugam, S.K., Izonin, I. (eds.) Expert Clouds and Applications: ICOECA 2021, pp. 705–713. Springer, Singapore (2022). https://doi.org/10.1007/978-981-16-2126-0_55CrossRef

Kostopoulos, G., Neureiter, K., Papatoiu, D., Tscheligi, M., Chrysoulas, C.: ProMe: a mentoring platform for older adults using machine learning techniques for supporting the “live and learn” concept”. Mob. Inf. Syst. 2018, 1–8 (2018)

Gherman, B., Nae, L., Pisla, A., Oprea, E., Vaida, C., Pisla, D.: WisdomOfAge: designing a platform for active and healthy ageing of senior experts in engineering. In: Pissaloux, E., Papadopoulos, G.A., Achilleos, A., Velázquez, R. (eds.) IHAW 2021. CCIS, vol. 1538, pp. 18–30. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-94209-0_2CrossRef

Mishra, R., Rathi, S.: Efficient and scalable job recommender system using collaborative filtering. In: Kumar, A., Paprzycki, M., Gunjan, V.K. (eds.) ICDSMLA 2019. LNEE, vol. 601, pp. 842–856. Springer, Singapore (2020). https://doi.org/10.1007/978-981-15-1420-3_91CrossRef

10.

Burke, R.: Hybrid recommender systems: survey and experiments. User Model. User-Adap. Inter. 12, 331–370 (2002)CrossRefMATH

11.

Pisla, D., et al.: Development of a learning management system for knowledge transfer in engineering. Acta Technica Napocensis - Series: Appl. Math. Mech. Eng. 64(3) (2021)

12.

Guo, S., Alamudun, F., Hammond, T.: RésuMatcher: a personalized résumé-job matching system. Expert Syst. Appl. 60, 169–182 (2016)

13.

Koroteev, M.V.: BERT: a review of applications in natural language processing and understanding. arXiv abs/2103.11943 (2021)

14.

Garg, P., Girdhar, N.: A systematic review on spam filtering techniques based on natural language processing framework. In: 2021 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), pp. 30–35 (2021)

15.

Shane, S., Qiaozi, G., Joyce, Y.C.: Recent advances in natural language inference: a survey of benchmarks, resources, and approaches. arXiv: Computation and Language (2019)

16.

Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: BERT: pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018)

17.

Reimers, N., Gurevych, I.: Sentence-BERT: sentence embeddings using Siamese BERT-networks. In: Proceedings of the 2019 Conference on Empirical Methods in NLP (2019)

18.

Pan, R., Dolog, P., Xu, G.: KNN-based clustering for improving social recommender systems. In: Cao, L., Zeng, Y., Symeonidis, A.L., Gorodetsky, V.I., Yu, P.S., Singh, M.P. (eds.) ADMI 2012. LNCS, vol. 7607, pp. 115–125. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-36288-0_11CrossRef

Title: An Innovative Recommendation System for a Knowledge Transfer Matchmaking Platform
Authors: Gabriela Rus
Laurentiu Nae
Bogdan Gherman
Calin Vaida
Michel Deriaz
Eduard Oprea
Doina Pisla
Publisher: Springer Nature Switzerland
Book: ICT for Health, Accessibility and Wellbeing
Print ISBN: 978-3-031-29547-8

Electronic ISBN: 978-3-031-29548-5

Copyright Year: 2023
DOI: https://doi.org/10.1007/978-3-031-29548-5_11

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