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Wellness Concepts Model Use and Effectiveness in Intelligent Knowledge Authoring Environment

机译:智能知识创作环境中的健康概念模型使用和有效性

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Intelligent recommendation systems have high impact on users to adopt healthy routines towards the optimal health and wellbeing. The wellbeing recommendation and decision support systems need up-to-date wellness knowledge for effective recommendations to the users. Lack of evolutionary knowledge base is the most prominent barrier in the effectiveness of wellness recommendation system and its applications for assisting in healthier life choices. Domain experts can transform their knowledge into the evolutionary knowledge base of intelligent recommendation system, when they have access to an intelligent and supportive knowledge authoring environment. We have proposed a system that provides an intelligent and supportive knowledge authoring environment with the help of scalable wellness concepts model (WCM). WCM helps in contextual selection of concepts and their values set using Intelli-sense approach during the rule creation. The use of WCM, in knowledge authoring environment, enhances experts' performance and decreases the chance of errors in wellness knowledge creation. It maximizes the concepts recall ratio of domain experts and provides guidance to some extent during rule creation process. We evaluated our system using user-centric evaluation by 6 domain experts. Each domain expert created 5 rules, containing 2 simple and 3 complex using the proposed system. The results suggested that the proposed system has user-satisfaction level up to 80.42%.
机译:智能推荐系统对用户产生高影响力,以采用健康的惯例,以实现最佳的健康和福祉。福利推荐和决策支持系统需要最新的健康知识,以便对用户有效的建议。缺乏进化知识库是健康推荐系统有效性的最突出的障碍及其协助更健康的生活选择。域专家可以将他们的知识转变为智能推荐系统的进化知识库,当他们可以访问智能和支持知识创作环境时。我们提出了一个系统,提供了智能和支持知识创作环境,提供了可扩展的健康概念模型(WCM)。 WCM有助于在规则创建期间使用Introli-Sense方法设置概念的上下文选择及其值。 WCM在知识创作环境中使用WCM,提高专家的表现,并降低了健康知识创造中错误的机会。它最大限度地提高了域专家的概念召回比率,并在规则创建过程中在某种程度上提供了指导。我们使用6个领域专家的用户中心评估评估了我们的系统。每个域专家都创建了5条规则,其中包含了2个简单和3个复合体使用所提出的系统。结果表明,拟议的系统具有高达80.42%的用户满意度。

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