{"title":"Study on the Evaluation Model for the Automatic Analysis of Teaching Mode","authors":"Jin Zening","doi":"10.1109/CSTE55932.2022.00025","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00025","url":null,"abstract":"For modern education, information-based teaching has become a trend in practice. However, we currently lack an existing automated system that can evaluate the quality and effectiveness of an information-based teaching model. Thus, this paper proposes an improved S-T analysis which is taken as the evaluation model. As the experiment results show a higher efficiency from the improved model in comparison to the traditional method when using the manual data set, this paper also provides a new proposal for automatic analysis of the teaching model.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134304355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Dynamic Key-Value Memory Networks based on Concept Structure for Knowledge Tracing","authors":"Hengnian Gu, Xiaoxiao Dong, Dong-dai Zhou","doi":"10.1109/CSTE55932.2022.00060","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00060","url":null,"abstract":"Knowledge tracing (KT) is a popular research topic in adaptive personalized assisted learning. In recent years, a Deep Knowledge Tracing (DKT) model based on recurrent neural networks has emerged based on the development of big data-driven and deep learning. However, it is impossible to specify which specific concepts students are proficient in the DKT model, so a deep knowledge tracing model based on a dynamic key-value memory network (DKVMN) emerges, which uses a static key matrix to store knowledge concepts and a dynamic value matrix to store the mastery of corresponding concepts. Although the DKVMN model explicitly singles out concepts for individual processing, it does not consider the association relationship between concepts. Even though it can mine the potential association, we think it is far from enough, so we propose a DKVMN model based on concept structure (DKVMN-CS), which introduces the concept association relationship a priori knowledge through concept structure graph, acting on both the static matrix of stored concepts and the weight calculation of the value matrix. Experiments show that our proposed DKVMN-CS model has a significant improvement in performance metrics compared to mainstream deep knowledge tracking models such as DKVMN.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"118 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134391749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yi Guo, Juwei Yan, Lianchenz Zhang, Wenwen Du, Lanxin Cheng
{"title":"Quality Guarantee System Framework of Cyberspace Security Postgraduate Education Based on Comprehensive View from the Perspective of New Engineering","authors":"Yi Guo, Juwei Yan, Lianchenz Zhang, Wenwen Du, Lanxin Cheng","doi":"10.1109/CSTE55932.2022.00063","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00063","url":null,"abstract":"With the proposal of the major strategy of “network power” and the establishment of the first level discipline of “Cyberspace security”, the training of Cyberspace security talents in China has entered a period of strategic development. Firstly, this paper defines the concept of postgraduate education quality, and analyzes the characteristics of postgraduate education and its quality guarantee of Cyberspace security specialty, especially expounds the difference with information security major. Then, on the basis of introducing the concept of comprehensive quality, this paper expounds the feasibility and necessity of establishing the quality guarantee system of Cyberspace security postgraduate education based on comprehensive view under the background of new engineering. Finally, the idea of total quality management is applied to the training process of postgraduate in Cyberspace security. Starting from the four aspects of establishing a standard system, optimizing the responsibility team, innovating the evaluation mechanism and creating a cultural environment, the framework of quality guarantee system for the training of postgraduate in Cyberspace security based on a comprehensive view is constructed.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129187035","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Learning Preference Analysis Method Based on a Novel Developed Teaching Skill Training App for Mobile Learning","authors":"Kaifang Yang, Qiuyuan Hou","doi":"10.1109/CSTE55932.2022.00032","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00032","url":null,"abstract":"The emergence of mobile learning makes the learning no longer limited by time and space, and also gives a new way for teaching skill training of normal university students. In this paper, we proposed a learning preference analysis method to explore learning behavior characteristics from the training data based on a novel developed teaching skill training App. Four indexes including frequency, time, media and location preferences are selected to analyze the learning interest of users during mobile learning based skill training. By using visual analysis through Python and K-means clustering algorithm in data mining, the changes of users' learning preferences over time, the preference degree for different skills, and when and where users are more willing to learn knowledge are obtained. By using the learning preference analysis method, learners realize personalized learning, and teachers and developers can adaptively adjust training content and training route in time to improve the skill training efficiency.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117148886","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Student Engagement Recognition Using Multimodal Fusion Analytical Technology","authors":"Lijuan Yan, Jia-Hau Xiao, Xiaotao Wu, Xiaoyi Li","doi":"10.1109/CSTE55932.2022.00049","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00049","url":null,"abstract":"In the application of education, it is very necessary to evaluate student engagement, which is the premise of ensuring teaching quality and implementing teaching intervention. With the development of Internet of things and storage technology, multimodality data acquisition becomes more and more convenient. Considerable research has been devoted to utilizing multimodality data for better understanding student engagement. However, a core research issue has not yet been adequately addressed. Once a set of modalities has been identified, how do we fuse these modalities in an optimal way to perform student engagement analysis? In this paper, we propose a feature fusion framework based on learning process. There are two key steps in the framework, one is the extraction of unequal interval features, and the other is synchronous and asynchronous timing fusion. In addition, we carried out experimental research in real educational scenes, which using image data, log data and text data in online learning to detective different student engagement patterns. The experimental results show the effectiveness and applicability of the framework.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127514700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Research on the Blended Teaching Design of Wisdom Classroom under the ADDIE Model","authors":"Liu Min, Lan Xiaohong, Ma Yan","doi":"10.1109/CSTE55932.2022.00022","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00022","url":null,"abstract":"With the continuous rise of wisdom education, meeting the diverse and personalized learning needs of students is the basic goal of realizing information-based teaching. Based on the theory of ADDIE model, the research constructs a hybrid teaching model structure with the wisdom classroom environment as the research background, expounds the teaching principles, classroom activities and evaluation methods of the wisdom classroom from the aspects of students' ability training and intellectual development. Systematically carry out the design and implementation of the wisdom classroom teaching structure process. It is expected that the research in this paper can promote the construction of wisdom classroom teaching system, and provide theoretical support and reference for the construction of classroom blended teaching mode under the background of wisdom classroom.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124638945","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"COVID-19, from Crisis to Opportunity: Assessing Teaching Programming Languages Online Using Statistical Methods","authors":"Shoayee Alotaibi","doi":"10.1109/CSTE55932.2022.00012","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00012","url":null,"abstract":"In early 2020, COVID-19 appeared and widely spread worldwide. It affected all vital sectors, including commercial activities and education. Most governments decided to temporarily close educational institutions, including schools and universities. Developed countries with adequate learning-management systems moved to the online teaching mode. Hence, the sudden transition from the traditional to online teaching mode has impacted learning outcomes. The ultimate goal of this paper is to develop a method for evaluating the experience of teaching online during epidemics. More precisely, it assesses the teaching of programming language courses in the computer science and engineering college at the University of Hail. It statistically measures the courses' learning outcomes in the online mode compared to the traditional mode. Perhaps surprisingly, the difference was not significant, which shed light on the positive side of the crisis. According to the obtained results, the experience of teaching online during an epidemic has led us to investigate the opportunities of using online teaching, especially for programming language courses. This highlighted opportunities for using online platforms as supportive teaching tools or even merging them with traditional teaching approaches at times when attending classes on campus is impossible. Finally, to ensure best practices, the author recommended some guidelines to follow.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129680427","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Huiting Jiang, Jianhui Wang, Jiaxin Yang, Ruiyun Wang, Heng Luo
{"title":"Interplay of Learning Platform Affordances, Acceptance, and Blended Learning Engagement: An SEM Approach","authors":"Huiting Jiang, Jianhui Wang, Jiaxin Yang, Ruiyun Wang, Heng Luo","doi":"10.1109/CSTE55932.2022.00041","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00041","url":null,"abstract":"Learning and management system (LMS) is key to the success of blended learning. However, its relationship with learners' attitude and learning engagement remains unclear in the blended learning context. Informed by the technology acceptance theory (TAM), this study has identified six key constructs related to LMS affordances and blended learning engagement, and utilized the structural equation modeling approach to validate a theoretical model describing the intertwined causal relationships among LMS affordances, acceptance, and learning engagement. The results indicated the perceived ease of use and perceived usefulness of LMS in the blended learning context have a great impact on students' learning engagement and attitude toward behavior. Learning affordances greatly affects LMS's perceived ease of use and perceived usefulness in blended learning context. The research results support the revised model as a theoretical model for understanding the interplay of learning platform affordances, acceptance, and blended learning engagement. Based on the research findings, useful implications for improving LMS utilities and blended learning experiences were proposed.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128231575","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Team Deep Reading Model Supported by Social Annotation Tools","authors":"Niu Jiarui, Guo Shuo, Zhang Wenvan, Yang Shijie","doi":"10.1109/CSTE55932.2022.00050","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00050","url":null,"abstract":"Team deep reading is an inevitable trend of reading development. Social annotation tools can support team deep reading appropriately. However, the current research on how social annotation tools support team reading is relatively insufficient. Therefore, based on the dual-processing theory of text reading and team learning theory, this research constructs a team deep reading model supported by social annotation tools. This model consists of four parts from bottom to top: base, pillar, support and beam. The base symbolizes the preconditions, consisting of deep reading materials and focus problems. The pillar consists of fragment reading, joint reading, collaborative reading and continuous reading, which are the four stages of team deep reading experience. The Beam expresses evaluation, including a variety of evaluation methods and multiple evaluation subjects. The support means the social annotation tools, which can support the pillar and beam. Finally, six suggestions are proposed for the application of this model to enhance teacher's practice.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"241 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132704783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"PBL Teaching with Design Thinking: Construction and Case Study of Programming Teaching Model in High School","authors":"Chunmei Yang, Wencheng Lv, Wenlan Zhang","doi":"10.1109/CSTE55932.2022.00019","DOIUrl":"https://doi.org/10.1109/CSTE55932.2022.00019","url":null,"abstract":"Programming education is a crucial part of school education and an important way to effectively enhance learners' learning abilities. However, current programming education in secondary schools is not as effective as it could be in concrete implementation. Project-based learning is a possible path for programming education, but it is still difficult to achieve the goal of cultivating innovative talents by project-based learning alone. Therefore, in this paper, we integrate design thinking into project-based learning, firstly, we analyze the connotation of design thinking and explain the necessity of integrating design thinking into project-based learning; secondly, we construct a new model and practice process framework of secondary school programming PBL teaching integrating design thinking based on the general process of project-based learning and the basic model of design thinking, and explain the connotation. Finally, a case study of “Python programming” in the new version of high school IT textbook is conducted to provide reference for the practice of secondary school programming education.","PeriodicalId":372816,"journal":{"name":"2022 4th International Conference on Computer Science and Technologies in Education (CSTE)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114273011","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}