An Innovative Recommendation System for a Knowledge Transfer Matchmaking Platform

被引:0
|
作者
Rus, Gabriela [1 ]
Nae, Laurentiu [2 ]
Gherman, Bogdan [1 ]
Vaida, Calin [1 ]
Deriaz, Michel [3 ]
Oprea, Eduard [2 ]
Pisla, Doina [1 ]
机构
[1] Tech Univ Cluj Napoca, Memorandumului 28, Cluj Napoca, Romania
[2] Digital Twin, Bd Mircea Voda 24, Bucharest, Romania
[3] Yumytech, 38 Route Ambilly, CH-1226 Thonex, Switzerland
基金
欧盟地平线“2020”;
关键词
Active Ageing; Knowledge Transfer; Recommendation System; Matchmaking System; Machine Learning; Semantic Similarity;
D O I
10.1007/978-3-031-29548-5_11
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:162 / 176
页数:15
相关论文
共 50 条
  • [21] Research on Online Learners' Course Recommendation System Based on Knowledge Atlas in Smart Education Cloud Platform
    Feng, Jianwen
    Lin, Xuan
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [22] Design knowledge recommendation approach for cloud manufacturing platform based on designer knowledge abilities
    Cheng, Fangmin
    Chen, Chen
    Zhang, Yuhong
    Yu, Suihuai
    KYBERNETES, 2024,
  • [23] Multiple Knowledge Transfer for Cross-Domain Recommendation
    Do, Quan
    Verma, Sunny
    Chen, Fang
    Liu, Wei
    PRICAI 2019: TRENDS IN ARTIFICIAL INTELLIGENCE, PT III, 2019, 11672 : 529 - 542
  • [24] Intelligent patent recommendation system for innovative design collaboration
    Trappey, Amy J. C.
    Trappey, Charles V.
    Wu, Chun-Yi
    Fan, Chin Yuan
    Lin, Yi-Liang
    JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2013, 36 (06) : 1441 - 1450
  • [25] Innovative methods of knowledge transfer by multimedia library
    Goanta, A. M.
    MODTECH INTERNATIONAL CONFERENCE - MODERN TECHNOLOGIES IN INDUSTRIAL ENGINEERING IV, PTS 1-7, 2016, 145
  • [26] Transfer learning for cross-platform software crowdsourcing recommendation
    Yan, Shuhan
    Shen, Beijun
    Mo, Wenkai
    Li, Ning
    2017 24TH ASIA-PACIFIC SOFTWARE ENGINEERING CONFERENCE (APSEC 2017), 2017, : 269 - 278
  • [27] Finding partners for complex system innovations through a trans-sectoral 'matchmaking platform'
    Venghaus, S.
    Stummer, C.
    TECHNOLOGY ANALYSIS & STRATEGIC MANAGEMENT, 2015, 27 (03) : 334 - 359
  • [28] Implementing knowledge base for HS matchmaking
    Xie Wei
    Li Yinsheng
    Xu Yingxiao
    Ma Zhanxin
    ICEBE 2006: IEEE INTERNATIONAL CONFERENCE ON E-BUSINESS ENGINEERING, PROCEEDINGS, 2006, : 579 - +
  • [29] Novel open education platform for innovative learning and knowledge management
    Stefanovic, Nenad
    Milosevic, Danijela
    IFKAD 2015: 10TH INTERNATIONAL FORUM ON KNOWLEDGE ASSET DYNAMICS: CULTURE, INNOVATION AND ENTREPRENEURSHIP: CONNECTING THE KNOWLEDGE DOTS, 2015, : 1789 - 1800
  • [30] A Knowledge-Based Platform for Managing Innovative Software Projects
    Angel Rodriguez-Garcia, Miguel
    Valencia-Garcia, Rafael
    Alcaraz-Marmol, Gema
    Carralero, Cesar
    ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS: OTM 2014 WORKSHOPS, 2014, 8842 : 309 - 318