Mining hospital data to learn SDA clinical algorithms

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4924 LNAI, Issue , 2008, Pages 46-61

  Riaño, David ^a   López Vallverdú, Joan Albert ^a   Tu, Samson ^b  

^a UNIVERSITAT ROVIRA I VIRGILI   (Spain)

^b STANFORD UNIVERSITY   (United States)

Author keywords

Health care procedural knowledge; Machine learning

Indexed keywords

DATA STRUCTURES; LEARNING ALGORITHMS; LEARNING SYSTEMS; MEDICAL COMPUTING; PATIENT TREATMENT; PROBLEM SOLVING;

CLINICAL ALGORITHMS; HEALTH CARE PROCEDURAL KNOWLEDGE;

DATA MINING;

EID: 40249116770     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-78624-5_4     Document Type: Conference Paper

References (11)

1. C.P.-E: 13606-1: Health Informatics - Electronic Health Record Communication - Part 1: Reference Model (2004)
2. Eichelberg, M., Aden, T., Riesmeier, J., Dogac, A., Laleci, G.B.: A Survey and Analysis of Electronic Health care Record Standards. ACM Computing Surveys (to appear)
3. GOLD-Global Initiative for Chronic Obstructive Lung Disease. Executive Summary (2006)
4. Iakovidis, I.: Towards Personal Health Records: Current Situation, Obstacles and Trends in Implementation of Electronic Health care Records in Europe. Int. J. of Medical Informatics 52(128), 105-117 (1998)
5. López-Vallverdú, J.A., Riaño, D., Collado, A.: Increasing acceptability of decision trees with domain attributes partial orders. In: Proc. of the 20th IEEE International Symposium on Computer-Based Medical Systems, Maribor, Slovenia (2007)
6. Quinlan, J.R.: C4.5: Programs for ML, San Mateo, CA, USA. Morgan Kaufmann, San Francisco (1993)
7. Riaño, D.: The SDA* Model: A Set Theory Approach. In: Proc.of the 20th IEEE International Symposium on Computer-Based Medical Systems, Maribor, Slovenia (2007)
8. Sackett, D., Straus, S., Rosenberg, V., Haynes, B.: Evidence-Based Medicine: How to practice and teach EBM, 2nd edn. Chirchill Livingstone (2000)
9. Shahar, Y., Miksch, S., Johnson, P.: The Asgaard project: A task-specific framework for the application and critiquing of time-oriented clinical guidelines. Artificial Intelligence in Medicine 14, 29-51 (1998)
10. Sutton, D.R., Fox, J.: The Syntax and Semantics of the PROforma guideline modelling language. J. Am. Med. Inform. Assoc. 10(5), 433-443 (2003)
11. Tu, S.W., Musen, M.A.: Modeling Data and Knowledge in the EON Guideline Architecture. In: Proc. MedInfo 2001, London, UK, pp. 280-284 (2001)