Instructor strategies to aid implementation of active learning: a systematic literature reviewActive learningSystematic reviewInstructor strategiesstudent responseBackground Despite the evidence supporting the effectiveness of active learning in undergraduate STEM courses, the adoption of active learning has been ...
Burr Settles[1] 的文章《Active Learning Literature Survey》详细地介绍了主动学习:“主动学习是机器学习的一个子领域,在统计学领域也叫查询学习或最优实验设计”。 主动学习方法尝试解决样本的标注瓶颈,通过主动优先选择最有价值的未标注样本进行标注,以尽可能少的标注样本达到模型的预期性能。 ✎ 主动学习的基本流...
Multi-domain active learning: 与多任务学习较为相似,多领域学习则是在不同的领域(数据分布/数据集)上学习相同的任务。 Multi-view/modal active learning: 多视角或多模态学习中的样本可能会有不同形式的表征。比如不同角度拍摄的同一个物品,来源于同一视频的音轨和视轨等。 针对这些问题,主动学习方法一般都会有...
2. Literature review 2.1. Theories of learning Different learning theories emphasize various components in the learning environment. Activity theory, for example, highlights the core mechanisms of learning as an inter-relationship between conscious learning and activity, meaning that learning necessitates ...
Active learning-based information structure analysis of full scientific articles and two applications for biomedical literature review Active learning-based information structure analysis of full scientific articles and two applications for biomedical literature review, Bioinformatics, v.29 n.11... Yufan,Guo...
ALiPy (Active Learning in Python) [3] 是南京航空航天大学黄圣君老师做的一个开源的主动学习工具包,我们可以很轻松地基于该工具包开发主动学习的程序,强烈推荐。 ALiPy 主页:http://parnec.nuaa.edu.cn/huangsj/alipy/。 ALiPy GitHub:https://github.com/NUAA-AL/ALiPy。
Trends of Active Learning in Higher Education and Students' Well-Being: A Literature Review This literature Review had the purpose of inspecting how the use of active learning methodologies in higher education can impact students' Well-being. Cons... E Ribeiro-Silva,C Amorim,JL Aparicio-Hergu...
learningactiveliteraturesurveyquerysettles ActiveLearningLiteratureSurvey BurrSettles ComputerSciencesTechnicalReport1648 UniversityofWisconsin–Madison Updatedon:January26,2010 Abstract Thekeyideabehindactivelearningisthatamachinelearningalgorithmcan achievegreateraccuracywithfewertraininglabelsifitisallowedtochoosethe datafro...
被动学习(passive learning)是从数据集内部，随机选择样本进行标注。而主动学习在选择样本时，有criteria的...
Deep,notsurface,learning Requirestheconstructionofunderstanding Assessesprocessaswellasproduct Emphasisestransformationoflearners Motivatesthroughbuildinglearningcommunities Therefore,essentialcomponentofacademichonestystrategies Theresearch LiteraturereviewtobuildlinksbetweenliteratureonHEinpost-moderntimes;plagiarismandacademichones...