Evaluation Method of Japanese Teaching Effect Based on Feature Offset Compensation

被引:3
作者
Yu, Xiaoling [1 ]
Liu, Xin [2 ]
机构
[1] Dalian Polytech Univ, Dalian 116034, Liaoning, Peoples R China
[2] Sony Informat Syst China Co Ltd, Dalian 116086, Peoples R China
关键词
Flip the classroom; Task-based teaching mode; Japanese; Teaching effect; Evaluation; C-means clustering;
D O I
10.1007/s44196-023-00278-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study applies big data processing technology and parallel computing methods to assess the teaching effect of Japanese in the Flipped Classroom (FC) and task-based teaching mode. We propose a model for evaluating the Japanese teaching effect in this mode using feature offset compensation. We employ distributed mining of association rules to detect the teaching effect and extract ontology information and association rules related to the distribution of Japanese teaching effect in the FC and task-based teaching mode. Furthermore, we construct a fuzzy decision-making model for evaluating the teaching effect. The joint information entropy characteristic value of the teaching effect deviation is calculated, and the extracted characteristic quantity is classified and identified using feature deviation compensation and the C-means clustering method. Based on the classification and identification results, we achieve accurate evaluation of the Japanese teaching effect in the FC and task-based teaching mode. Our simulation results demonstrate high precision rates and confidence levels in the evaluation of Japanese teaching effect in this mode.
引用
收藏
页数:9
相关论文
共 23 条
[1]   An evaluation of the impact of flipped-classroom teaching on mathematics proficiency and self-efficacy in Saudi Arabia [J].
Algarni, Badriah ;
Lortie-Forgues, Hugues .
BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2023, 54 (01) :414-435
[2]   Profiling students via clustering in a flipped clinical skills course using learning analytics [J].
Bayazit, Alper ;
Ilgaz, Hale ;
Gonullu, Ipek ;
Erden, Sengul .
MEDICAL TEACHER, 2023, 45 (07) :724-731
[3]   Effects of a Sleep Health Education Program for Children and Parents on Child Sleep Duration and Difficulties A Stepped-Wedge Cluster Randomized Clinical Trial [J].
Bonuck, Karen ;
Collins-Anderson, Akilah ;
Schechter, Clyde B. ;
Felt, Barbara T. ;
Chervin, Ronald D. .
JAMA NETWORK OPEN, 2022, 5 (07) :e2223692
[4]   Optimizing Design of Fuzzy Model for Software Cost Estimation Using Particle Swarm Optimization Algorithm [J].
Chhabra, Sonia ;
Singh, Harvir .
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2020, 19 (01)
[5]   Analysis and Performance Evaluation of Adjoint-guided Adaptive Mesh Refinement for Linear Hyperbolic PDEs Using Clawpack [J].
Davis, Brisa N. ;
LeVeque, Randall J. .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2020, 46 (03)
[6]   Radial basis function-generated finite difference scheme for simulating the brain cancer growth model under radiotherapy in various types of computational domains [J].
Dehghan, Mehdi ;
Narimani, Niusha .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2020, 195
[7]   Adaptive learning of compressible strings [J].
Fici, Gabriele ;
Prezza, Nicola ;
Venturini, Rossano .
THEORETICAL COMPUTER SCIENCE, 2021, 896 :46-52
[8]   Fuzzy c-means clustering method with the fuzzy distance definition applied on symmetric triangular fuzzy numbers [J].
Hossein-Abad, Hadi Mahdipour ;
Shabanian, Mohsen ;
Kazerouni, Iman Abaspur .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (03) :2891-2905
[9]  
Hu S., 2022, SCI PROGRAMMING-NETH, V2022, P1
[10]   An Efficient Association Rule Mining From Distributed Medical Databases for Predicting Heart Diseases [J].
Khedr, Ahmed M. ;
al Aghbari, Zaher ;
Al Ali, Amal ;
Eljamil, Mariam .
IEEE ACCESS, 2021, 9 :15320-15333