Title :
Towards Leveraging Inference Web to Support Intuitive Explanations in Recommender Systems for Automated Career Counseling
Author :
Narayanan, Tejaswini ; McGuinness, Deborah L.
Author_Institution :
Nat. Inst. of Technol., Allahabad
Abstract :
We consider the problem of supporting intuitive explanations in recommender systems used for automated career counseling. Explanations enhance the transparency in operation of a recommender system and facilitate user-acceptance, adoption, and trust in the system. We leverage the inference Web (IW) Infrastructure and the proof markup language (PML) as a foundation for supporting intuitive explanations in recommender systems for automated career counseling. We present the design and implementation of our system, highlighting the salient features of our approach using an illustrative example.
Keywords :
Internet; educational administrative data processing; inference mechanisms; information filters; automated career counseling; inference Web; intuitive explanations; proof markup language; recommender systems; Artificial intelligence; Decision making; Educational institutions; Employee welfare; Engineering profession; Knowledge based systems; Laboratories; Markup languages; Recommender systems; Automated Career Counseling; Explanation Generation; Recommender Systems; Semantic Web User Interfaces;
Conference_Titel :
Advances in Computer-Human Interaction, 2008 First International Conference on
Conference_Location :
Sainte Luce
Print_ISBN :
978-0-7695-3086-4
DOI :
10.1109/ACHI.2008.36