Mining Skills from Educational Data for Project Recommendations

被引：0
|
作者：
Kordik, Pavel [1 ]
Kuznetsov, Stanislav [1 ]
机构：
[1] Czech Tech Univ, Fac Informat Technol, CR-16635 Prague, Czech Republic
来源：
INTERNATIONAL JOINT CONFERENCE: CISIS'15 AND ICEUTE'15 | 2015年 / 369卷
关键词：
Educational data mining; Data transformation; Data warehouse; Student skills; Ontology;
D O I：
10.1007/978-3-319-19713-5_54
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We are focusing on an issue regarding how to actually recognize the skills of students based on educational results. Existing approaches do not offer suitable solutions. This paper will introduce algorithms making possible to aggregate educational results using ontology. We map the aggregated results, using various methods, as skills that are understandable for external partners and usable to recommend students for projects and projects for students. We compare the results of individual algorithms with subjective assessments of students, and we apply a recommendation algorithm that closely models these skills.
引用
收藏
页码：617 / 627
页数：11
相关论文
共 50 条
  • [1] Educational Data Mining: A Mining Model for Developing Students' Programming Skills
    Pathan, Asraful Alam
    Hasan, Mehedi
    Ahmed, Md. Ferdous
    Farid, Dewan Md.
    8TH INTERNATIONAL CONFERENCE ON SOFTWARE, KNOWLEDGE, INFORMATION MANAGEMENT AND APPLICATIONS (SKIMA 2014), 2014,
  • [2] A Systematic Approach for Providing Personalized Pedagogical Recommendations Based on Educational Data Mining
    Araujo Paiva, Ranilson Oscar
    Bittencourt Santa Pinto, Ig Ibert
    da Silva, Alan Pedro
    Isotani, Seiji
    Jaques, Patricia
    INTELLIGENT TUTORING SYSTEMS, ITS 2014, 2014, 8474 : 362 - 367
  • [3] EDUCATIONAL RESEARCH FROM DATA MINING VIEW
    Havelkova, Hana
    INFORMATION AND COMMUNICATION TECHNOLOGY IN EDUCATION, 2010, 2010, : 87 - 91
  • [4] Enhancing tertiary students' programming skills with an explainable Educational Data Mining approach
    Islam, Md Rashedul
    Nitu, Adiba Mahjabin
    Abu Marjan, Md
    Uddin, Md Palash
    Afjal, Masud Ibn
    Al Mamun, Md Abdulla
    PLOS ONE, 2024, 19 (09):
  • [5] THE POSSIBILITY OF EDUCATIONAL DATA MINING FOR PRACTICAL SKILLS DEVELOPMENT IN LEARNING MANAGEMENT SYSTEM
    Mamcenko, Jelena
    Piscikiene, Inga
    Sustickiene, Brigita
    Sileikiene, Irma
    SOCIETY, INTEGRATION, EDUCATION, VOL. II, 2016, : 558 - 568
  • [6] MANAGERIAL SKILLS AND EDUCATIONAL PROJECT MANAGEMENT
    Castro, Luis
    Fossi, Leonardo
    Guerrero, Waldemar
    Vera, Luis
    ORBIS, 2013, 9 (25): : 91 - 108
  • [7] From Log Files to Assessment Metrics: Measuring Students' Science Inquiry Skills Using Educational Data Mining
    Gobert, Janice D.
    Sao Pedro, Michael
    Raziuddin, Juelaila
    Baker, Ryan S.
    JOURNAL OF THE LEARNING SCIENCES, 2013, 22 (04) : 521 - 563
  • [8] Educational data mining: A survey from 1995 to 2005
    Romero, C.
    Ventura, S.
    EXPERT SYSTEMS WITH APPLICATIONS, 2007, 33 (01) : 135 - 146
  • [9] Learning recommendations from educational event data in higher education
    Park, Gyunam
    Liss, Lukas
    van der Aalst, Wil M. P.
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2024,
  • [10] Analysis of Educational Data Mining
    Ahuja, Ravinder
    Jha, Animesh
    Maurya, Rahul
    Srivastava, Rishabh
    HARMONY SEARCH AND NATURE INSPIRED OPTIMIZATION ALGORITHMS, 2019, 741 : 897 - 907
12345