This study explored the role of learning engagement in the relationship between academic self-efficacy and self-directed learning ability among nursing students.Participants were 328 Chinese nursing students(male=11.3...This study explored the role of learning engagement in the relationship between academic self-efficacy and self-directed learning ability among nursing students.Participants were 328 Chinese nursing students(male=11.3%,female=88.7%;mean age=20.86 years;SD=1.75 years).The participants completed surveys on academic self-efficacy(Academic Self-efficacy Scale),learning engagement(Learning Engagement Scale),and self-directed learning ability(Self-directed Learning Instrument).Hayes regression-based PROCESS macro analysis revealed that learning engagement mediated the relationship between academic self-efficacy and self-directed learning ability.The hierarchical regression analysis showed higher academic self-efficacy to be associated with self-directed learning ability.Additionally learning engagement was associated with higher self-directed learning ability.Based on thesefindings,there is a need for interventions to improve students’self-directed learning ability through increasing their academic self-efficacy and enhancing learning engagement.展开更多
With the rapid popularization of artificial intelligence technology in the field of higher education,college students are increasingly dependent on AI tools such as ChatGPT,automatic writing assistants,and intelligent...With the rapid popularization of artificial intelligence technology in the field of higher education,college students are increasingly dependent on AI tools such as ChatGPT,automatic writing assistants,and intelligent translators.Behind the convenience and efficiency,a decline trend in students’core learning abilities such as autonomous learning ability,critical thinking ability,and knowledge construction ability has gradually emerged.This study aims to explore the interactive logical mechanism between college students’reliance on AI tools and the weakening of their learning abilities,and on this basis,propose practical and feasible educational intervention strategies.Research has found that while AI tools lower the learning threshold,they also weaken students’cognitive investment and independent thinking abilities,further intensifying their reliance on technology.In this regard,this paper proposes a three-dimensional intervention path based on guided usage,ability compensation,and value reconstruction to achieve the collaborative improvement of students’technical usage ability and learning ability.This research has certain theoretical value and practical enlightenment significance for solving the structural predicament of higher education in the intelligent era.展开更多
With the accelerating globalization and the rapid development of information technology,the cultivation of college students’professional English learning ability is facing new challenges and opportunities.As an emerg...With the accelerating globalization and the rapid development of information technology,the cultivation of college students’professional English learning ability is facing new challenges and opportunities.As an emerging learning concept,deep learning emphasizes that learners,on the basis of understanding the essence of knowledge,achieve in-depth integration and application of knowledge through the development of critical thinking,problem-solving,and innovation capabilities.This paper aims to explore the strategies for cultivating college students’professional English learning ability based on deep learning,in order to provide useful references for improving college students’professional English proficiency and international competitiveness.展开更多
Autonomous learning is one of the objectives of multi-media college English teaching. On basis of the test of students' autonomous learning ability and the analysis of the results, this paper attempts to explore the ...Autonomous learning is one of the objectives of multi-media college English teaching. On basis of the test of students' autonomous learning ability and the analysis of the results, this paper attempts to explore the feasibility of fostering the autonomous learning ability in college English teaching.展开更多
Referring to the questionnaire survey and literature materials, this paper describes the current situation of college students' insufficient autonomous English learning ability and thefactors that influence this abil...Referring to the questionnaire survey and literature materials, this paper describes the current situation of college students' insufficient autonomous English learning ability and thefactors that influence this ability; it also suggests feasible suggestions under the network environment. Students (N= 178) from different grades, majors, universities and areas responded to a questionnaire survey, and the collected data were analyzed. The results indicate that complex external environment and insufficient internal subject cognition influence college students' autonomous English learning ability. Finally, this paper suggests that a good network environment is necessary for autonomous learners to enhance insufficient autonomous English learning ability and interaction, continuous thinking and cultural introduction are also indispensable to develop this ability.展开更多
This paper aims to explore whether reflective learning ability can be fostered and nurtured with special instruction and whether it can enhance students' motivation of learning English. The experiment lasted four mon...This paper aims to explore whether reflective learning ability can be fostered and nurtured with special instruction and whether it can enhance students' motivation of learning English. The experiment lasted four months, taking two parallel classes of the sophomore students at English major in Ningbo Dahongying University as the subjects. The results show that students can raise their awareness of reflective thinking and acquire reflective learning ability with teachers' instruction, and the two reflective activities (writing reflective journals and peer-evaluation) are very effective to increase students' motivation of learning English and improve their academic performances in English study.展开更多
With the more frequent international communication, to enhance students English learning ability is a very important target in modem English education, n this study ,to promote students' English learning ability as a...With the more frequent international communication, to enhance students English learning ability is a very important target in modem English education, n this study ,to promote students' English learning ability as a point of penetration ,from the perspective of psychology ,sociology and pedagogy ,based on the teacher expectation effect theory researching methods to practice and exploring at the micro level of classroom teaching ,demonstrating the relationship of positive and inverse between teacher expectation and students' English learning ability and to explore the feasibility strategies to enhance students' English learning ability finally.展开更多
Mathematics is rigorous and abstract, which is easy to make pupils feel boring and divorced from the reality of life. If teachers can dig out the materials related to the students' daily life in the daily classroo...Mathematics is rigorous and abstract, which is easy to make pupils feel boring and divorced from the reality of life. If teachers can dig out the materials related to the students' daily life in the daily classroom teaching, so that the children can feel that the content of mathematics is not boring numbers and tasteless calculations, but a living discipline that can be seen and felt by the children and is closely connected with daily life, the students can be more interested in the study of mathematics, thus obtaining a sense of success in the study and greatly benefiting the foundation of studious mathematics. This paper discusses the creation of life situations, skillful design of life problems, design of games and activities closely related to life, and design of practical operations related to life.展开更多
Objective: to analyze the influence of "PBL" based community nursing online practice mode on the autonomous learning ability of undergraduate nursing students during this special period. Methods: 501 nursing...Objective: to analyze the influence of "PBL" based community nursing online practice mode on the autonomous learning ability of undergraduate nursing students during this special period. Methods: 501 nursing students from a certain university were selected in a cluster for research. The online practice mode of community nursing based on "PBL" was applied. The practice mode was mainly online video learning + literature reading + group discussion + theme report + knowledge expansion training. Before and after the practice, a questionnaire survey was conducted using the self-regulated learning ability scale. Results: the total score of self-regulated learning ability of undergraduate nursing students after practice (100.19 ± 8.59) was significantly higher than that before practice (98.14 ± 7.98), and the difference was statistically significant (P 0.05);In all dimensions, the scores of information management ability and learning cooperation ability after internship were higher than those before internship, and the difference was statistically significant (P 0.05);But there was no significant difference in self-management ability before and after treatment (P > 0.05). Conclusion: "PBL" based community nursing online practice mode can significantly improve students autonomous learning ability, which can be further studied and applied in community nursing practice.展开更多
For a long time, due to the influence of many factors, College English Teaching in China's colleges and universities has attached to much importance to knowledge imparting, ignoring the cultivation of students'...For a long time, due to the influence of many factors, College English Teaching in China's colleges and universities has attached to much importance to knowledge imparting, ignoring the cultivation of students' autonomous learning ability, the teaching effect is unsatisfactory, which is particularly prominent in remote minority areas. This paper analyzes the problems faced by College English Teaching in ethnic minority areas, arguing that it is imperative to cultivate autonomous learning ability of College English in ethnic minority areas. The strategies of cultivating students' autonomous learning ability are discussed in this paper and some suggestions on the scope of application of these strategies are put forward.展开更多
The Internet is an important means of communication for contemporary college students,especially those majoring in English,to acquire knowledge about information and improve their oral proficiency.However,research on ...The Internet is an important means of communication for contemporary college students,especially those majoring in English,to acquire knowledge about information and improve their oral proficiency.However,research on the relevant oral English autonomous learning ability of English majors shows that the overall learning situation is not satisfying.Based on the development of the concept of autonomous learning,this article explores the current situation and existing problems in oral English autonomous learning of English majors under the context of the Internet,and proposes corresponding autonomous learning strategies for improving their oral English skill.展开更多
Objective: to analyze the influence of scaffolding instruction model on the improvement of clinical students' learning ability. Methods: 60 students from Class 9-12 of Grade 19 clinical students, semester: the fir...Objective: to analyze the influence of scaffolding instruction model on the improvement of clinical students' learning ability. Methods: 60 students from Class 9-12 of Grade 19 clinical students, semester: the first semester of the 2021-2022 academic year, were selected to form the experimental group, and the scaffolding teaching model was implemented. Another 60 students from Class 9-12 of Grade 19 clinical students, semester: the first semester of the 2021-2022 academic year, were selected to form the control group, and the traditional teaching model was adopted. Compare the scores of learning ability and communication ability. Results: there was no significant difference in the learning ability scores of the two groups of clinical students in the first week of teaching (p > 0.05). After three months, the scores of the experimental group were higher than those of the control group (p < 0.05). There was no difference in the scores in the first week, and the scores in each experimental group were higher after three months (P < 0.05). There was no significant difference in the clinical practice ability scores of the two groups of clinical students in the first week of teaching (P > 0.05). After three months, the clinical practice ability scores of the experimental group were higher than those of the control group (P < 0.05). Conclusion: in the teaching of clinical students, the implementation of scaffolding instruction model can improve students' comprehensive quality ability in learning, communication and clinical practice behavior. This teaching method is worthy of wide application in clinical teaching.展开更多
Autonomous, cooperative and inquiry-based learning is an important direction of the new curriculum reform. At present, education must break through the limitations of the traditional teaching mode, and cultivating stu...Autonomous, cooperative and inquiry-based learning is an important direction of the new curriculum reform. At present, education must break through the limitations of the traditional teaching mode, and cultivating students' autonomous learning ability has become a key issue that people pay attention to. The Chinese subject in primary school involves many knowledge points, and the Chinese subject is closely related to real life. In the daily teaching process, teachers can guide students to think independently, and cultivate students' ability to put forward, find and solve problems. Only in this way can students' autonomous learning consciousness be cultivated.展开更多
Students autonomous learning ability is the foundation of learners lifelong learning and development. In recent years, information technology has been widely used in university education. Cultivating students autonomo...Students autonomous learning ability is the foundation of learners lifelong learning and development. In recent years, information technology has been widely used in university education. Cultivating students autonomous learning ability in vocational colleges is an important task of vocational education, and it also meets the requirements of the information age. In the current teaching practice, it is found that some vocational college students lack the ability of autonomous learning. This paper analyzes the present situation of vocational college students autonomous learning ability from the perspective of Internet +, focusing on the problems faced by vocational college students autonomous learning ability cultivation, and puts forward some countermeasures to improve vocational college students autonomous learning ability from three aspects: The construction of study style, teachers guidance of students learning and students themselves.展开更多
Objective of the survey: to understand the status quo of special education students' independent learning ability, in order to train their professional independent learning ability to take measures to provide prac...Objective of the survey: to understand the status quo of special education students' independent learning ability, in order to train their professional independent learning ability to take measures to provide practical basis;Respondents: 310 students in grade 1-4 majoring in special education in Xinjiang and abroad;Questionnaire survey design: option takes the form of Likert 5 subscales, classification, research contents include the learner's goal setting and self-efficacy, goal orientation, prepare to review, knowledge, understanding, difficult point to grasp, learning arrangements, supervision, learning initiative, environmental management, time management, cooperative learning, the resources use 13 dimensions. The results show that the students' autonomous learning ability of special education major is moderately positive on the whole. There was no difference in the independent learning ability of the special education students of different genders. There are significant differences in student origin place, family environment, class leader or not, location of university and grade.展开更多
This study investigates the application of a support vector machine(SVM)-based model for classifying students’learning abilities in system modeling and simulation courses,aiming at enhancing personalized education.A ...This study investigates the application of a support vector machine(SVM)-based model for classifying students’learning abilities in system modeling and simulation courses,aiming at enhancing personalized education.A small dataset,collected from a pre-course questionnaire,is augmented with integer data to improve model performance.The SVM model achieves an accuracy rate of 95.3%.This approach not only benefits courses at Guizhou Minzu University but also has potential for broader application in similar programs in other institutions.The research provides a foundation for creating personalized learning paths using AI technologies,such as AI-generated content,large language models,and knowledge graphs,offering insights for innovative educational practices.展开更多
Through the research into college students' English autonomous learning ability of the non-English major students. That the cause why university students' English autonomous learning ability is weak is proved to be ...Through the research into college students' English autonomous learning ability of the non-English major students. That the cause why university students' English autonomous learning ability is weak is proved to be that they do not value the use of learning strategies. The use of learning strategies can promote the formation and enhancement of autonomous learning ability of the learners. Metacognitive strategy is a high-level management skill which can enable the learners to plan, regulate, monitor and evaluate actively their own learning process. Massive researches have proved whether metacognitive strategy is used successfully or not can directly affect the student learning result. So, it is necessary for teachers to cultivate and train the students to use metacogitive strategy in the university English teaching.展开更多
This paper analyses the intrinsic relationship between the BP network learning ability and generalization ability and other influencing factors when the overfit occurs, and introduces the multiple correlation coeffici...This paper analyses the intrinsic relationship between the BP network learning ability and generalization ability and other influencing factors when the overfit occurs, and introduces the multiple correlation coefficient to describe the complexity of samples; it follows the calculation uncertainty principle and the minimum principle of neural network structural design, provides an analogy of the general uncertainty relation in the information transfer process, and ascertains the uncertainty relation between the training relative error of the training sample set, which reflects the network learning ability, and the test relative error of the test sample set, which represents the network generalization ability; through the simulation of BP network overfit numerical modeling test with different types of functions, it is ascertained that the overfit parameter q in the relation generally has a span of 7×10-3 to 7×10-2; the uncertainty relation then helps to obtain the formula for calculating the number of hidden nodes of a network with good generalization ability under the condition that multiple correlation coefficient is used to describe sample complexity and the given approximation error requirement is satisfied; the rationality of this formula is verified; this paper also points out that applying the BP network to the training process of the given sample set is the best method for stopping training that improves the generalization ability.展开更多
This study aims to explore the relationship among autonomous learning ability,learning burnout and English grades by structural equation modeling.The survey of 481 non-English majors showed that autonomous learning ab...This study aims to explore the relationship among autonomous learning ability,learning burnout and English grades by structural equation modeling.The survey of 481 non-English majors showed that autonomous learning ability,learning burnout and English grades correlated significantly with each other,and the structural equation model of the three variables was stable.This suggests that the stronger the autonomous learning ability,the lower the level of learning burnout,the higher the English grades.This empirical study shows that the autonomous learning ability of non-English majors can influence the level of learning burnout,which in turn influences English grades.Learning burnout can mediate the effects of autonomous learning ability on English grades.展开更多
基金supported by the Medical and Health Communication Research Center of Zigong Academy of Medical Sciences(No.YXJKCB-2024-06)the Demonstration Project for Consolidating the Scientific and Educational Support for Medical Talents(Scientific Research Team for improving the Service Quality of“the Elderly and the Young”).
文摘This study explored the role of learning engagement in the relationship between academic self-efficacy and self-directed learning ability among nursing students.Participants were 328 Chinese nursing students(male=11.3%,female=88.7%;mean age=20.86 years;SD=1.75 years).The participants completed surveys on academic self-efficacy(Academic Self-efficacy Scale),learning engagement(Learning Engagement Scale),and self-directed learning ability(Self-directed Learning Instrument).Hayes regression-based PROCESS macro analysis revealed that learning engagement mediated the relationship between academic self-efficacy and self-directed learning ability.The hierarchical regression analysis showed higher academic self-efficacy to be associated with self-directed learning ability.Additionally learning engagement was associated with higher self-directed learning ability.Based on thesefindings,there is a need for interventions to improve students’self-directed learning ability through increasing their academic self-efficacy and enhancing learning engagement.
基金The 2024 Higher Education Teaching Reform Project of Guangdong University of Science and Technology,“Teaching Practice of Human Resource Management Course Based on SPOC+FC Hybrid Teaching Mode”(GKZLGC2024024)。
文摘With the rapid popularization of artificial intelligence technology in the field of higher education,college students are increasingly dependent on AI tools such as ChatGPT,automatic writing assistants,and intelligent translators.Behind the convenience and efficiency,a decline trend in students’core learning abilities such as autonomous learning ability,critical thinking ability,and knowledge construction ability has gradually emerged.This study aims to explore the interactive logical mechanism between college students’reliance on AI tools and the weakening of their learning abilities,and on this basis,propose practical and feasible educational intervention strategies.Research has found that while AI tools lower the learning threshold,they also weaken students’cognitive investment and independent thinking abilities,further intensifying their reliance on technology.In this regard,this paper proposes a three-dimensional intervention path based on guided usage,ability compensation,and value reconstruction to achieve the collaborative improvement of students’technical usage ability and learning ability.This research has certain theoretical value and practical enlightenment significance for solving the structural predicament of higher education in the intelligent era.
基金Jiangsu Provincial Philosophy and Social Science Research Project,“Research on Data Mining Technology Empowering Course Teaching-Taking‘Criminal Science and Technology Professional English’as an Example”(Project No.:2021SJA0493)Research Project on Education and Teaching Reform of Jiangsu Police Academy,“Exploration and Research on Multi-dimensional Practical Training of Trace Inspection Course”(Project No.:2022B14)。
文摘With the accelerating globalization and the rapid development of information technology,the cultivation of college students’professional English learning ability is facing new challenges and opportunities.As an emerging learning concept,deep learning emphasizes that learners,on the basis of understanding the essence of knowledge,achieve in-depth integration and application of knowledge through the development of critical thinking,problem-solving,and innovation capabilities.This paper aims to explore the strategies for cultivating college students’professional English learning ability based on deep learning,in order to provide useful references for improving college students’professional English proficiency and international competitiveness.
文摘Autonomous learning is one of the objectives of multi-media college English teaching. On basis of the test of students' autonomous learning ability and the analysis of the results, this paper attempts to explore the feasibility of fostering the autonomous learning ability in college English teaching.
文摘Referring to the questionnaire survey and literature materials, this paper describes the current situation of college students' insufficient autonomous English learning ability and thefactors that influence this ability; it also suggests feasible suggestions under the network environment. Students (N= 178) from different grades, majors, universities and areas responded to a questionnaire survey, and the collected data were analyzed. The results indicate that complex external environment and insufficient internal subject cognition influence college students' autonomous English learning ability. Finally, this paper suggests that a good network environment is necessary for autonomous learners to enhance insufficient autonomous English learning ability and interaction, continuous thinking and cultural introduction are also indispensable to develop this ability.
文摘This paper aims to explore whether reflective learning ability can be fostered and nurtured with special instruction and whether it can enhance students' motivation of learning English. The experiment lasted four months, taking two parallel classes of the sophomore students at English major in Ningbo Dahongying University as the subjects. The results show that students can raise their awareness of reflective thinking and acquire reflective learning ability with teachers' instruction, and the two reflective activities (writing reflective journals and peer-evaluation) are very effective to increase students' motivation of learning English and improve their academic performances in English study.
文摘With the more frequent international communication, to enhance students English learning ability is a very important target in modem English education, n this study ,to promote students' English learning ability as a point of penetration ,from the perspective of psychology ,sociology and pedagogy ,based on the teacher expectation effect theory researching methods to practice and exploring at the micro level of classroom teaching ,demonstrating the relationship of positive and inverse between teacher expectation and students' English learning ability and to explore the feasibility strategies to enhance students' English learning ability finally.
文摘Mathematics is rigorous and abstract, which is easy to make pupils feel boring and divorced from the reality of life. If teachers can dig out the materials related to the students' daily life in the daily classroom teaching, so that the children can feel that the content of mathematics is not boring numbers and tasteless calculations, but a living discipline that can be seen and felt by the children and is closely connected with daily life, the students can be more interested in the study of mathematics, thus obtaining a sense of success in the study and greatly benefiting the foundation of studious mathematics. This paper discusses the creation of life situations, skillful design of life problems, design of games and activities closely related to life, and design of practical operations related to life.
文摘Objective: to analyze the influence of "PBL" based community nursing online practice mode on the autonomous learning ability of undergraduate nursing students during this special period. Methods: 501 nursing students from a certain university were selected in a cluster for research. The online practice mode of community nursing based on "PBL" was applied. The practice mode was mainly online video learning + literature reading + group discussion + theme report + knowledge expansion training. Before and after the practice, a questionnaire survey was conducted using the self-regulated learning ability scale. Results: the total score of self-regulated learning ability of undergraduate nursing students after practice (100.19 ± 8.59) was significantly higher than that before practice (98.14 ± 7.98), and the difference was statistically significant (P 0.05);In all dimensions, the scores of information management ability and learning cooperation ability after internship were higher than those before internship, and the difference was statistically significant (P 0.05);But there was no significant difference in self-management ability before and after treatment (P > 0.05). Conclusion: "PBL" based community nursing online practice mode can significantly improve students autonomous learning ability, which can be further studied and applied in community nursing practice.
文摘For a long time, due to the influence of many factors, College English Teaching in China's colleges and universities has attached to much importance to knowledge imparting, ignoring the cultivation of students' autonomous learning ability, the teaching effect is unsatisfactory, which is particularly prominent in remote minority areas. This paper analyzes the problems faced by College English Teaching in ethnic minority areas, arguing that it is imperative to cultivate autonomous learning ability of College English in ethnic minority areas. The strategies of cultivating students' autonomous learning ability are discussed in this paper and some suggestions on the scope of application of these strategies are put forward.
文摘The Internet is an important means of communication for contemporary college students,especially those majoring in English,to acquire knowledge about information and improve their oral proficiency.However,research on the relevant oral English autonomous learning ability of English majors shows that the overall learning situation is not satisfying.Based on the development of the concept of autonomous learning,this article explores the current situation and existing problems in oral English autonomous learning of English majors under the context of the Internet,and proposes corresponding autonomous learning strategies for improving their oral English skill.
文摘Objective: to analyze the influence of scaffolding instruction model on the improvement of clinical students' learning ability. Methods: 60 students from Class 9-12 of Grade 19 clinical students, semester: the first semester of the 2021-2022 academic year, were selected to form the experimental group, and the scaffolding teaching model was implemented. Another 60 students from Class 9-12 of Grade 19 clinical students, semester: the first semester of the 2021-2022 academic year, were selected to form the control group, and the traditional teaching model was adopted. Compare the scores of learning ability and communication ability. Results: there was no significant difference in the learning ability scores of the two groups of clinical students in the first week of teaching (p > 0.05). After three months, the scores of the experimental group were higher than those of the control group (p < 0.05). There was no difference in the scores in the first week, and the scores in each experimental group were higher after three months (P < 0.05). There was no significant difference in the clinical practice ability scores of the two groups of clinical students in the first week of teaching (P > 0.05). After three months, the clinical practice ability scores of the experimental group were higher than those of the control group (P < 0.05). Conclusion: in the teaching of clinical students, the implementation of scaffolding instruction model can improve students' comprehensive quality ability in learning, communication and clinical practice behavior. This teaching method is worthy of wide application in clinical teaching.
文摘Autonomous, cooperative and inquiry-based learning is an important direction of the new curriculum reform. At present, education must break through the limitations of the traditional teaching mode, and cultivating students' autonomous learning ability has become a key issue that people pay attention to. The Chinese subject in primary school involves many knowledge points, and the Chinese subject is closely related to real life. In the daily teaching process, teachers can guide students to think independently, and cultivate students' ability to put forward, find and solve problems. Only in this way can students' autonomous learning consciousness be cultivated.
文摘Students autonomous learning ability is the foundation of learners lifelong learning and development. In recent years, information technology has been widely used in university education. Cultivating students autonomous learning ability in vocational colleges is an important task of vocational education, and it also meets the requirements of the information age. In the current teaching practice, it is found that some vocational college students lack the ability of autonomous learning. This paper analyzes the present situation of vocational college students autonomous learning ability from the perspective of Internet +, focusing on the problems faced by vocational college students autonomous learning ability cultivation, and puts forward some countermeasures to improve vocational college students autonomous learning ability from three aspects: The construction of study style, teachers guidance of students learning and students themselves.
文摘Objective of the survey: to understand the status quo of special education students' independent learning ability, in order to train their professional independent learning ability to take measures to provide practical basis;Respondents: 310 students in grade 1-4 majoring in special education in Xinjiang and abroad;Questionnaire survey design: option takes the form of Likert 5 subscales, classification, research contents include the learner's goal setting and self-efficacy, goal orientation, prepare to review, knowledge, understanding, difficult point to grasp, learning arrangements, supervision, learning initiative, environmental management, time management, cooperative learning, the resources use 13 dimensions. The results show that the students' autonomous learning ability of special education major is moderately positive on the whole. There was no difference in the independent learning ability of the special education students of different genders. There are significant differences in student origin place, family environment, class leader or not, location of university and grade.
基金supported by the 2021 Higher Education Teaching Reform Research and Practice Project of SEAC(Grant No.221057)2021 Ministry of Education Industry−University Cooperation Collaborative Education Project(Grant No.202102646007)2022 Guizhou Province Gold Course Construction Project.
文摘This study investigates the application of a support vector machine(SVM)-based model for classifying students’learning abilities in system modeling and simulation courses,aiming at enhancing personalized education.A small dataset,collected from a pre-course questionnaire,is augmented with integer data to improve model performance.The SVM model achieves an accuracy rate of 95.3%.This approach not only benefits courses at Guizhou Minzu University but also has potential for broader application in similar programs in other institutions.The research provides a foundation for creating personalized learning paths using AI technologies,such as AI-generated content,large language models,and knowledge graphs,offering insights for innovative educational practices.
文摘Through the research into college students' English autonomous learning ability of the non-English major students. That the cause why university students' English autonomous learning ability is weak is proved to be that they do not value the use of learning strategies. The use of learning strategies can promote the formation and enhancement of autonomous learning ability of the learners. Metacognitive strategy is a high-level management skill which can enable the learners to plan, regulate, monitor and evaluate actively their own learning process. Massive researches have proved whether metacognitive strategy is used successfully or not can directly affect the student learning result. So, it is necessary for teachers to cultivate and train the students to use metacogitive strategy in the university English teaching.
文摘This paper analyses the intrinsic relationship between the BP network learning ability and generalization ability and other influencing factors when the overfit occurs, and introduces the multiple correlation coefficient to describe the complexity of samples; it follows the calculation uncertainty principle and the minimum principle of neural network structural design, provides an analogy of the general uncertainty relation in the information transfer process, and ascertains the uncertainty relation between the training relative error of the training sample set, which reflects the network learning ability, and the test relative error of the test sample set, which represents the network generalization ability; through the simulation of BP network overfit numerical modeling test with different types of functions, it is ascertained that the overfit parameter q in the relation generally has a span of 7×10-3 to 7×10-2; the uncertainty relation then helps to obtain the formula for calculating the number of hidden nodes of a network with good generalization ability under the condition that multiple correlation coefficient is used to describe sample complexity and the given approximation error requirement is satisfied; the rationality of this formula is verified; this paper also points out that applying the BP network to the training process of the given sample set is the best method for stopping training that improves the generalization ability.
基金supported by the Teaching Reform Project of Fujian Agriculture and Forestry University(111110011)(111418224)the Ninth Chinese Foreign Language Educational Fund of Chinese Foreign Language Education and Research Center(ZGWYJYJJ2018B92)"The 13th Five-Year Plan" Project of Fujian Educational Science(FJJKCG18-001)
文摘This study aims to explore the relationship among autonomous learning ability,learning burnout and English grades by structural equation modeling.The survey of 481 non-English majors showed that autonomous learning ability,learning burnout and English grades correlated significantly with each other,and the structural equation model of the three variables was stable.This suggests that the stronger the autonomous learning ability,the lower the level of learning burnout,the higher the English grades.This empirical study shows that the autonomous learning ability of non-English majors can influence the level of learning burnout,which in turn influences English grades.Learning burnout can mediate the effects of autonomous learning ability on English grades.