- From: Michel Dumontier <michel.dumontier@gmail.com>
- Date: Mon, 25 Feb 2013 09:30:28 -0500
- To: HCLS <public-semweb-lifesci@w3.org>
- Message-ID: <CALcEXf59BLpTiW+beEguTM6-9YWPAOgaDcvVdLTrea-2iqt04w@mail.gmail.com>
Hi, Just a head's up that next week (Tuesday March 5 @ 11am EDT), Atif Khan will talk to us about his work on hybrid medical decision support. We'll conduct and record the meeting with FuzeMeeting - audio options include computer, skype or dial into an international toll # -------------- Meeting URL http://fuze.me/18820247 Toll / Intl #: +1 (646) 583-7415 dial in international numbers: https://www.fuzebox.com/extras/numbers1 Attendee PIN #: 47479369 -------------- *Title * Hybrid Medical Decision Support System Using Structured Knowledge Engineering and Machine Learning *Abstract:* We present a framework which enables medical decision making in the presence of partial information. At its core is ontology-based automated reasoning; machine learning techniques are integrated to enhance existing patient datasets in order to address the issue of missing data. Our approach supports interoperability between different health information systems. This is clarified in a sample implementation that combines three separate datasets (patient data, drug-drug interactions and drug prescription rules) to demonstrate the effectiveness of our algorithms in producing effective medical decisions. In short, we demonstrate the potential for machine learning to support a task where there is a critical need from medical professionals by coping with missing or noisy patient data and enabling the use of multiple medical datasets. *Bio* Atif Khan is a PhD Candidate at the David R. Cheriton School of Computer Science, University of Waterloo. His research interests lie in applying artificial intelligence primitives to convert raw data into knowledge. His work is focused on combining structured knowledge representation (ontology) & reasoning (inference) techniques with machine learning algorithms to facilitate knowledge discovery and decision making across large scale heterogeneous information systems. Khan's recent work in creating hybrid medical decision support systems has been published in ACM Transactions on Intelligent Systems and Technology journal, ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2012), and IEEE International Conference on Machine Learning and Applications (ICMLA-2012). -- Michel Dumontier Associate Professor of Bioinformatics, Carleton University Chair, W3C Semantic Web for Health Care and the Life Sciences Interest Group http://dumontierlab.com
Received on Monday, 25 February 2013 14:31:19 UTC