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A Hybrid Approach to Software Testing Efficiency:Stacked Ensembles and Deep Q-Learning for Test Case Prioritization and Ranking
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作者 Anis Zarrad Thomas Armstrong Jaber Jemai 《Computers, Materials & Continua》 2026年第3期1726-1746,共21页
Test case prioritization and ranking play a crucial role in software testing by improving fault detection efficiency and ensuring software reliability.While prioritization selects the most relevant test cases for opti... Test case prioritization and ranking play a crucial role in software testing by improving fault detection efficiency and ensuring software reliability.While prioritization selects the most relevant test cases for optimal coverage,ranking further refines their execution order to detect critical faults earlier.This study investigates machine learning techniques to enhance both prioritization and ranking,contributing to more effective and efficient testing processes.We first employ advanced feature engineering alongside ensemble models,including Gradient Boosted,Support Vector Machines,Random Forests,and Naive Bayes classifiers to optimize test case prioritization,achieving an accuracy score of 0.98847 and significantly improving the Average Percentage of Fault Detection(APFD).Subsequently,we introduce a deep Q-learning framework combined with a Genetic Algorithm(GA)to refine test case ranking within priority levels.This approach achieves a rank accuracy of 0.9172,demonstrating robust performance despite the increasing computational demands of specialized variation operators.Our findings highlight the effectiveness of stacked ensemble learning and reinforcement learning in optimizing test case prioritization and ranking.This integrated approach improves testing efficiency,reduces late-stage defects,and improves overall software stability.The study provides valuable information for AI-driven testing frameworks,paving the way for more intelligent and adaptive software quality assurance methodologies. 展开更多
关键词 Software testing test case prioritization test case ranking machine learning reinforcement learning deep Q-learning
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A Teaching Case of Subject Clause Based on Implicit Learning
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作者 黎海英 《中学生英语》 2016年第42期17-18,共2页
The New English curriculum criteria suggest teaching English grammar based on the students’cognitive characteristics and emotional needs,helping them discover the rules and encouraging them to master the grammar by u... The New English curriculum criteria suggest teaching English grammar based on the students’cognitive characteristics and emotional needs,helping them discover the rules and encouraging them to master the grammar by using it.But due to the limited time in a lesson,many English teachers adopt a simple approach to teach grammar,in which students are required to memorize the rules first and then practice a lot.This approach is effec- 展开更多
关键词 A Teaching case of Subject Clause Based on Implicit learning
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An Insight of the First Community Infected COVID-19 Patient in Beijing by Imported Case: Role of Deep Learning-Assisted CT Diagnosis 被引量:1
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作者 Dasheng Li Dawei Wang +4 位作者 Nana Wang Haiwang Xu He Huang Jianping Dong Chen Xia 《Chinese Medical Sciences Journal》 CAS CSCD 2021年第1期66-71,共6页
In the era of coronavirus disease 2019(COVID-19)pandemic,imported COVID-19 cases pose great challenges to many countries.Chest CT examination is considered to be complementary to nucleic acid test for COVID-19 detecti... In the era of coronavirus disease 2019(COVID-19)pandemic,imported COVID-19 cases pose great challenges to many countries.Chest CT examination is considered to be complementary to nucleic acid test for COVID-19 detection and diagnosis.Wie report the first community infected COVID-19 patient by an imported case in Beijing,which manifested as nodular lesions on chest CT imaging at the early stage.Deep Learning(DL)-based diagnostic systems quantitatively monitored the progress of pulmonary lesions in 6 days and timely made alert for suspected pneumonia,so that prompt medical isolation was taken.The patient was confirmed as COVID-19 case after nucleic acid test,for which the community transmission was prevented timely.The roles of DL-assisted diagnosis in helping radiologists screening suspected COVID cases were discussed. 展开更多
关键词 coronavirus disease 2019 imported cases computed tomography deep learning diagnosis
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Case and Questions Design in Case- based Learning Used in Medical-nursing English Teaching
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作者 刘红霞 《海外英语》 2016年第6期241-242,244,共3页
Case-based learning(CBL) is gradually replacing the traditional lecturing-based learning in nursing English teaching.In the process of CBL, selecting and compiling a good case is key to the success of CBL. In the mean... Case-based learning(CBL) is gradually replacing the traditional lecturing-based learning in nursing English teaching.In the process of CBL, selecting and compiling a good case is key to the success of CBL. In the meantime, designing questions is an important factor for successful CBL. In this article, we discuss how to select and compile cases and how to design questions in CBL used in Medical-nursing English Teaching. 展开更多
关键词 case-based learning case QUESTIONS
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Automated detection of multi-type defects of ultrasonic TFM images for aeroengine casing rings with complex sections based on deep learning
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作者 Shanyue GUAN Xiaokai WANG +1 位作者 Lin HUA Qiuyue JIANG 《Chinese Journal of Aeronautics》 2025年第8期449-469,共21页
The manufacturing processes of casing rings are prone to multi-type defects such as holes,cracks,and porosity,so ultrasonic testing is vital for the quality of aeroengine.Conventional ultrasonic testing requires manua... The manufacturing processes of casing rings are prone to multi-type defects such as holes,cracks,and porosity,so ultrasonic testing is vital for the quality of aeroengine.Conventional ultrasonic testing requires manual analysis,which is susceptible to human omission,inconsistent results,and time-consumption.In this paper,a method for automated detection of defects is proposed for the ultrasonic Total Focusing Method(TFM)inspection of casing rings based on deep learning.First,the original datasets of defect images are established,and the Mask R-CNN is used to increase the number of defects in a single image.Then,the YOLOX-S-improved lightweight model is proposed,and the feature extraction network is replaced by Faster Net to reduce redundant computations.The Super-Resolution Generative Adversarial Network(SRGAN)and Convolutional Block Attention Module(CBAM)are integrated to improve the identification precision.Finally,a new test dataset is created by ultrasonic TFM inspection of an aeroengine casing ring.The results show that the mean of Average Precision(m AP)of the YOLOX-S-improved model reaches 99.17%,and the corresponding speed reaches 77.6 FPS.This study indicates that the YOLOX-S-improved model performs better than conventional object detection models.And the generalization ability of the proposed model is verified by ultrasonic B-scan images. 展开更多
关键词 Casing ring Ultrasonic inspection Defect imageDeep learning Automated detection
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A Hybrid Framework Combining Rule-Based and Deep Learning Approaches for Data-Driven Verdict Recommendations
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作者 Muhammad Hameed Siddiqi Menwa Alshammeri +6 位作者 Jawad Khan Muhammad Faheem Khan Asfandyar Khan Madallah Alruwaili Yousef Alhwaiti Saad Alanazi Irshad Ahmad 《Computers, Materials & Continua》 2025年第6期5345-5371,共27页
As legal cases grow in complexity and volume worldwide,integrating machine learning and artificial intelligence into judicial systems has become a pivotal research focus.This study introduces a comprehensive framework... As legal cases grow in complexity and volume worldwide,integrating machine learning and artificial intelligence into judicial systems has become a pivotal research focus.This study introduces a comprehensive framework for verdict recommendation that synergizes rule-based methods with deep learning techniques specifically tailored to the legal domain.The proposed framework comprises three core modules:legal feature extraction,semantic similarity assessment,and verdict recommendation.For legal feature extraction,a rule-based approach leverages Black’s Law Dictionary and WordNet Synsets to construct feature vectors from judicial texts.Semantic similarity between cases is evaluated using a hybrid method that combines rule-based logic with an LSTM model,analyzing the feature vectors of query cases against a legal knowledge base.Verdicts are then recommended through a rule-based retrieval system,enhanced by predefined legal statutes and regulations.By merging rule-based methodologies with deep learning,this framework addresses the interpretability challenges often associated with contemporary AImodels,thereby enhancing both transparency and generalizability across diverse legal contexts.The system was rigorously tested using a legal corpus of 43,000 case laws across six categories:Criminal,Revenue,Service,Corporate,Constitutional,and Civil law,ensuring its adaptability across a wide range of judicial scenarios.Performance evaluation showed that the feature extraction module achieved an average accuracy of 91.6%with an F-Score of 95%.The semantic similarity module,tested using Manhattan,Euclidean,and Cosine distance metrics,achieved 88%accuracy and a 93%F-Score for short queries(Manhattan),89%accuracy and a 93.7%F-Score for medium-length queries(Euclidean),and 87%accuracy with a 92.5%F-Score for longer queries(Cosine).The verdict recommendation module outperformed existing methods,achieving 90%accuracy and a 93.75%F-Score.This study highlights the potential of hybrid AI frameworks to improve judicial decision-making and streamline legal processes,offering a robust,interpretable,and adaptable solution for the evolving demands of modern legal systems. 展开更多
关键词 Verdict recommendation legal knowledge base judicial text case laws semantic similarity legal domain features RULE-BASED deep learning
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Primary exploration of the application of case based learning method in clinical probation teaching of the integrated curriculum of hematology
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作者 Zi-zhen XU Ye-fei WANG +3 位作者 Yan WANG Shu CHENG Yi-qun HU Lei DING 《Medical Bulletin of Shanghai Jiaotong University》 CAS 2015年第2期160-164,168,共6页
Objective To explore the application and the effect of the case based learning(CBL)method in clinical probation teaching of the integrated curriculum of hematology among eight-year-program medical students.Methods The... Objective To explore the application and the effect of the case based learning(CBL)method in clinical probation teaching of the integrated curriculum of hematology among eight-year-program medical students.Methods The CBL method was applied to the experimental group,and the traditional approach for the control group.After the lecture,a questionnaire survey was conducted to evaluate the teaching effect in the two groups.Results The CBL method efficiently increased the students’interest in learning and autonomous learning ability,enhanced their ability to solve clinical problems with basic theoretic knowledge and cultivated their clinical thinking ability.Conclusion The CBL method can improve the quality of clinical probation teaching of the integrated curriculum of hematology among eight-year-program medical students. 展开更多
关键词 case based learning integrated CURRICULUM CLINICAL PROBATION of HEMATOLOGY teaching METHOD
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A Retrieval Matching Method Based Case Learning for 3D Model 被引量:1
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作者 Zhi Liu Qihua Chen Caihong Xu 《Journal of Software Engineering and Applications》 2012年第7期467-471,共5页
The similarity metric in traditional content based 3D model retrieval method mainly refers the distance metric algorithm used in 2D image retrieval. But this method will limit the matching breadth. This paper proposes... The similarity metric in traditional content based 3D model retrieval method mainly refers the distance metric algorithm used in 2D image retrieval. But this method will limit the matching breadth. This paper proposes a new retrieval matching method based on case learning to enlarge the retrieval matching scope. In this method, the shortest path in Graph theory is used to analyze the similarity how the nodes on the path between query model and matched model effect. Then, the label propagation method and k nearest-neighbor method based on case learning is studied and used to improve the retrieval efficiency based on the existing feature extraction. 展开更多
关键词 case learning-Based RETRIEVAL MATCHING SIMILARITY MATCHING
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Case Studies from Literature and Movies: A Best Practice for Learning
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作者 Mary Ann Hollingsworth 《Journal of Literature and Art Studies》 2020年第1期79-91,共13页
Pedagogy today has a greater need to focus on relevance for students between course content and the real world of student life and work.Educators across disciplines have found a challenge to engage students in learnin... Pedagogy today has a greater need to focus on relevance for students between course content and the real world of student life and work.Educators across disciplines have found a challenge to engage students in learning activities that carry value for them.The case study is a pedagogical tool that can connect student learning to real life examples.Narratives from books and movies present characters and situations that provide opportunity for student analysis within course concepts and student application to both personal and professional experience.Students enter example experiences that they might encounter and gain insight of potential response.This qualitative study examined graduate course work with case studies in Life-span Development,Multi-cultural Counseling,and Traumatology in which students reviewed books and movies with case examples aligned with course content.The instructor provided structured analysis format in which students were required to reflect on both personal and professional application relevant to the focus of the course.Student responses indicated perception of strong value for insight and application gained from the case studies and also high perception of use of these as tools in their own future work as educators or mental health professionals. 展开更多
关键词 ARTS in learning case studies in PEDAGOGY STUDENT ENGAGEMENT
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Test Case Generation Evaluator for the Implementation of Test Case Generation Algorithms Based on Learning to Rank
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作者 Zhonghao Guo Xinyue Xu Xiangxian Chen 《Computer Systems Science & Engineering》 2024年第2期479-509,共31页
In software testing,the quality of test cases is crucial,but manual generation is time-consuming.Various automatic test case generation methods exist,requiring careful selection based on program features.Current evalu... In software testing,the quality of test cases is crucial,but manual generation is time-consuming.Various automatic test case generation methods exist,requiring careful selection based on program features.Current evaluation methods compare a limited set of metrics,which does not support a larger number of metrics or consider the relative importance of each metric to the final assessment.To address this,we propose an evaluation tool,the Test Case Generation Evaluator(TCGE),based on the learning to rank(L2R)algorithm.Unlike previous approaches,our method comprehensively evaluates algorithms by considering multiple metrics,resulting in a more reasoned assessment.The main principle of the TCGE is the formation of feature vectors that are of concern by the tester.Through training,the feature vectors are sorted to generate a list,with the order of the methods on the list determined according to their effectiveness on the tested assembly.We implement TCGE using three L2R algorithms:Listnet,LambdaMART,and RFLambdaMART.Evaluation employs a dataset with features of classical test case generation algorithms and three metrics—Normalized Discounted Cumulative Gain(NDCG),Mean Average Precision(MAP),and Mean Reciprocal Rank(MRR).Results demonstrate the TCGE’s superior effectiveness in evaluating test case generation algorithms compared to other methods.Among the three L2R algorithms,RFLambdaMART proves the most effective,achieving an accuracy above 96.5%,surpassing LambdaMART by 2%and Listnet by 1.5%.Consequently,the TCGE framework exhibits significant application value in the evaluation of test case generation algorithms. 展开更多
关键词 Test case generation evaluator learning to rank RFLambdaMART
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A case study of changing motivation in foreign language learning
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作者 WANG Jian-mei 《Sino-US English Teaching》 2010年第6期13-17,41,共6页
After perceiving a common phenomenon of English learning at college in China, this paper presents a case study of motivation. In this study, a questionnaire is conducted twice among 156 Chinese college students when t... After perceiving a common phenomenon of English learning at college in China, this paper presents a case study of motivation. In this study, a questionnaire is conducted twice among 156 Chinese college students when they are sophomores and seniors. It intends to identify some components of foreign language learning motivation and probes into the causes for the changing motivations of students throughout 4-year college education. The findings suggest that the instrumental motivation plays a crucial role in foreign language learning context. 展开更多
关键词 learning motivation instrumental motivation foreign language learning case study
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An innovative approach of using online problem‑based learning and case‑based learning in teaching disaster nursing during the COVID‑19 pandemic
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作者 Yin-Ji LIANG Wei-Ju CHEN +4 位作者 Shuang ZHOU Lin WANG Qiu-Ying LIAO Wan-Xian LU Chen-Li LIN 《Journal of Integrative Nursing》 2020年第4期196-202,共7页
Objective:The objective of this study is to evaluate the learning experience effect of online problem‑based learning(PBL)and case‑based learning(CBL)in teaching disaster nursing.Methods:According to the characteristic... Objective:The objective of this study is to evaluate the learning experience effect of online problem‑based learning(PBL)and case‑based learning(CBL)in teaching disaster nursing.Methods:According to the characteristics of online PBL and CBL,the revised curriculum experience questionnaire(CEQ)was used to evaluate the teaching quality.Cronbach’s coefficient and the reliability of the split‑half reliability questionnaire were calculated.The exploratory factor analysis of 26 items was carried out by principal component analysis and maximum variance rotation method.Kaiser‑Meyer‑Olkin(KMO)and Bartlett’s tests were used to test the validity of the questionnaire.The comparison between groups was performed by one‑way analysis of variance.Results:A total of 191 questionnaires were issued and 183 copies were recovered,with a recovery rate of 95.8%.The Cronbach’s alpha coefficient of CEQ is 0.929,and the Cronbach’s alpha coefficient of each dimension is between 0.713 and 0.924.After factor analysis,the KMO value was 0.817.The 26 items finally returned to 6 principal components,and all factor load values were above 0.7,indicating good factor analysis effect.This study found that students who learned disaster nursing had an ideal online learning experience,and the average value of CEQ was 3.74±0.42.In particular,male students,senior students or medical students had a higher curriculum experience score.In addition,compared with the national recruitment,the international students have higher curriculum experience score on the dimension of Appropriate Assessment Scale,indicating that the international students are more inclined to use online PBL and CBL.Conclusions:Using the revised CEQ is an innovative approach to evaluate the effect of online PBL and CBL in teaching disaster nursing,which can improve students’experience and curriculum quality. 展开更多
关键词 case‑based learning curriculum experience nursing problem‑based learning SATISFACTION
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Preparing EFL Learners for Native English-Speaking Context Through Vocabulary Learning: Two Chinese Cases in New Zealand
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作者 BAO Chun-rong 《Sino-US English Teaching》 2016年第12期953-958,共6页
While numerous studies in English as a second/foreign language (EFL) have examined vocabulary learning and teaching in the perspective of theories and practical tips, there is a paucity of research on the impact of ... While numerous studies in English as a second/foreign language (EFL) have examined vocabulary learning and teaching in the perspective of theories and practical tips, there is a paucity of research on the impact of high-frequency words learning on preparing new EFL residents for the life in English-speaking countries. In order to fill this gap, this study draws on the experience of two EFL learners in New Zealand (NZ), so as to explore the effectiveness of a 16-week daily-English-focused vocabulary learning program, which might generate useful implications about the effective adaption of new EFL residents to their target countries. 展开更多
关键词 EFL vocabulary learning vocabulary teaching daily English case study New Zealand
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Case Study of a Chinese Girl's English Learning Methods in the American Elementary School
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作者 杨丽 《海外英语》 2017年第6期239-240,共2页
The goal of this research is to explore a more successful method for Mainland Chinese students to learn English.This newmethod will be illustrated by using the experiences of my daughter while a student in an elementa... The goal of this research is to explore a more successful method for Mainland Chinese students to learn English.This newmethod will be illustrated by using the experiences of my daughter while a student in an elementary school in the United States for oneyear.From the analysis of her learning experiences,the following conclusions were drawn:1) Immerse language learning is important tolanguage input.2) Phonics is an effective tool to improve reading for Chinese English 展开更多
关键词 language input learning methods PHONICS case study
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Use Case for the Development of a Mobile Learning Application
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作者 Castillo S. Aris L. Clunie Gisela Riley Jeanette 《通讯和计算机(中英文版)》 2014年第3期305-311,共7页
关键词 应用程序开发 移动学习 内容管理系统 用户访问 移动设备 学习环境 合作开发 技术网络
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企业E-Learning实施与活动设计个案研究 被引量:13
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作者 吴峰 李元明 熊春苗 《现代远程教育研究》 CSSCI 2010年第2期53-57,共5页
企业E-Learning在当前社会中的重要性有目共睹,具有广阔的发展前景,深入研究企业E-Learning的实施与活动个案对于企业E-Learning的发展具有重要意义。基于实地调研,本案对企业E-Learning的实施设计从平台设计、课件资源设计和学习支持... 企业E-Learning在当前社会中的重要性有目共睹,具有广阔的发展前景,深入研究企业E-Learning的实施与活动个案对于企业E-Learning的发展具有重要意义。基于实地调研,本案对企业E-Learning的实施设计从平台设计、课件资源设计和学习支持设计三个维度进行分析,对企业E-Learning的活动设计与策略从推广活动、应用策略、考核策略三个方面进行分析,并以一个企业E-Learning项目实施案例进行佐证,解析其中的特色与不足,为企业E-Learning推进与改革提供借鉴。 展开更多
关键词 企业大学 企业E—learning 活动设计 个案研究
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基于E-learning平台的流行病学案例库的开发与实践 被引量:4
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作者 吴静 严薇荣 +4 位作者 魏晟 聂绍发 刘云升 戴璇 黄馨 《中国高等医学教育》 2017年第3期24-25,共2页
目的:将E-learning互动平台应用于流行病学案例教学中,评价其教学效果;方法:将预防医学专业本科生随机分为实验组和对照组,实验组采用传统课堂与E-learning互动平台教学相结合的混合教学模式,对照组采用传统的课堂教学,课程结束后评价... 目的:将E-learning互动平台应用于流行病学案例教学中,评价其教学效果;方法:将预防医学专业本科生随机分为实验组和对照组,实验组采用传统课堂与E-learning互动平台教学相结合的混合教学模式,对照组采用传统的课堂教学,课程结束后评价其效果及学生满意度;结果:两组学生成绩差异无统计学意义,实验组学生表示平台案例库的应用更有助于掌握和运用流行病学知识;结论:E-learning互动平台可以作为流行病学案例教学有效的辅助工具。 展开更多
关键词 流行病学 E-learning 案例教学
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Hydraulic Circuit Design and Dynamic Learning Using Case-based Reasoning
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作者 C.M. Vong and PK. Wong (Faculty of Science and Technology, University of Maca4 P.O. Box 3001, Micau E-mail fstcmvumac mo Fax:(853) 838314 Tel: (853) 397476) 《Computer Aided Drafting,Design and Manufacturing》 2000年第1期9-16,共8页
This paper describes the design and implementation of a hydraulic circuit design system using case-based reasoning (CBR) paradigm from AI community The domain of hydraulic circuit design and case-based reasoning are ... This paper describes the design and implementation of a hydraulic circuit design system using case-based reasoning (CBR) paradigm from AI community The domain of hydraulic circuit design and case-based reasoning are briefly reviewed Then a proposed methodology in compuer-aided circuit design and dynamic leaning with the use of CBR is described Finally an application example is selected to illustrate the ussfulness of applying CBR in hydraulic circuit design with leaming. 展开更多
关键词 hydraulic circuit design case-based reasoning(CBR) dynamic learning
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Application of Learning Style Theory in an English-teaching Activity
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作者 陈劲 《海外英语》 2016年第7期229-230,共2页
Language teaching is demanding.The focus of language teachers nowadays has been extended to a broader area.In the TESOL context,the findings and research of learning style have raised the attention of language teacher... Language teaching is demanding.The focus of language teachers nowadays has been extended to a broader area.In the TESOL context,the findings and research of learning style have raised the attention of language teachers,who have to take the responsibility to study how to improve the teaching results according to different learners.This essay attempts to demonstrate a language-teaching activity in a typical English class and discuss the application of learning style theory in it so as to improve the practical English teaching in China. 展开更多
关键词 learning STYLE ENGLISH TEACHING case analysis
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浅析E-learning在中小学教师培训中的应用 被引量:1
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作者 葛吉雪 《科教文汇》 2016年第1期24-26,共3页
培训是提升教师的教育教学技能与实践创新能力的重要途径。要让e-learning在中小学教师培训中发挥作用,就必须充分认识e-learning在教师培训中的必要性、加强e-learning基础设施建设、拓展e-learning资源、以多元方式对参训教师进行激... 培训是提升教师的教育教学技能与实践创新能力的重要途径。要让e-learning在中小学教师培训中发挥作用,就必须充分认识e-learning在教师培训中的必要性、加强e-learning基础设施建设、拓展e-learning资源、以多元方式对参训教师进行激励与评价。 展开更多
关键词 E-learning 中小学教师培训 案例培训模式
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