智能系统学报
智能繫統學報
지능계통학보
CAAI TRANSACTIONS ON INTELLIGENT SYSTEMS
2014年
1期
60-68
,共9页
上下文感知计算%个性化学习%适应性%交互%智能教学系统
上下文感知計算%箇性化學習%適應性%交互%智能教學繫統
상하문감지계산%개성화학습%괄응성%교호%지능교학계통
context-aware computing%personalized learning%adaptability%interaction%intelligent tutoring system
根据不同的学习上下文环境提供合适的学习内容、方式和交互,并在上下文发生变化时进行适应性的调整,是智能教学系统近年来的研究难点之一。为此,提出一种上下文感知驱动的具有适应性的个性化学习及交互方法。首先讨论上下文及其对学习与交互过程的作用和影响机制。然后提出一种以知识图为中心的个性化学习,介绍了学习图的生成算法和操作算子、基于知识图的自适应学习导航及符合用户个性特点和需要的学习序列生成方法。最后对交互行为进行分类,讨论交互行为的实现。原型系统的应用结果验证了所提方法的可行性和有效性,在适应性和个性化学习方面能够较好地满足用户的学习需求。
根據不同的學習上下文環境提供閤適的學習內容、方式和交互,併在上下文髮生變化時進行適應性的調整,是智能教學繫統近年來的研究難點之一。為此,提齣一種上下文感知驅動的具有適應性的箇性化學習及交互方法。首先討論上下文及其對學習與交互過程的作用和影響機製。然後提齣一種以知識圖為中心的箇性化學習,介紹瞭學習圖的生成算法和操作算子、基于知識圖的自適應學習導航及符閤用戶箇性特點和需要的學習序列生成方法。最後對交互行為進行分類,討論交互行為的實現。原型繫統的應用結果驗證瞭所提方法的可行性和有效性,在適應性和箇性化學習方麵能夠較好地滿足用戶的學習需求。
근거불동적학습상하문배경제공합괄적학습내용、방식화교호,병재상하문발생변화시진행괄응성적조정,시지능교학계통근년래적연구난점지일。위차,제출일충상하문감지구동적구유괄응성적개성화학습급교호방법。수선토론상하문급기대학습여교호과정적작용화영향궤제。연후제출일충이지식도위중심적개성화학습,개소료학습도적생성산법화조작산자、기우지식도적자괄응학습도항급부합용호개성특점화수요적학습서렬생성방법。최후대교호행위진행분류,토론교호행위적실현。원형계통적응용결과험증료소제방법적가행성화유효성,재괄응성화개성화학습방면능구교호지만족용호적학습수구。
Providing appropriate learning contents , learning style and interaction according to the learning contextu-al environment and adjusting according to its variety are some of the difficulties of the intelligent tutoring system ( ITS) .Hence an approach to adaptive and personalized learning and interaction driven by context-aware computing is proposed.First, the context and its influence on learning and interaction are discussed .Then an approach to per-sonalized learning centering on the knowledge association map is introduced , including the creation algorithm and operators of the map , the adaptive learning navigation algorithm based on the learning map and the appropriate cur -riculum sequencing generation in accordance with the user's personality characteristics and needs are described in detail.The interaction behaviors are classified and how to realize the interaction behaviors is discussed .Finally, we implemented the proposal in a prototype of the learning system , and the application results indicate its feasibility and effectiveness .