Applying NoSQL Databases for Operationalizing Clinical Data Mining Models

Communications in Computer and Information Science

Volumn 424, Issue , 2014, Pages 527-536

  Mazurek, Marcin ^a  

^a MILITARY UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

architecture; big data; clinical decision support system

Indexed keywords

ARCHITECTURE; ARTIFICIAL INTELLIGENCE; DATA HANDLING; DATA MINING; DATABASE SYSTEMS; DECISION SUPPORT SYSTEMS; LOADING; QUERY PROCESSING;

ANALYTICAL SYSTEMS; CLINICAL DATA MININGS; CLINICAL DECISION SUPPORT SYSTEMS; DATA MINING MODELS; DATA TECHNOLOGIES; DATA-MINING TOOLS; PROGRAMMING SKILLS; UNSTRUCTURED DATA;

BIG DATA;

EID: 84903479075     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-319-06932-6_51     Document Type: Conference Paper

References (13)

1. Hadoop (February 14, 2014), http://hadoop.apache.org
2. Mongo DB (February 14, 2014), http://www.mongodb.org
3. Bajerski, P., Augustyn, D.R., Bach, M., Brzeski, R., Duszeko, A., Aleksandra, W.: Databases vs. cloud computing. Studia Informatica 33(2A), 9-25 (2012)
4. Data Mining Group: PMML 4.1. Specification (February 14, 2014), http://www.dmg.org/v4-1/GeneralStructure.html/
5. Emam, K.E.: Guide to the De-Identification of Personal Health Information. CRC Press (2013)
6. Groves, P., Kayyali, B., Knott, D., Van Kuiken, S.: The 'big data' revolution in healthcare. Tech. rep., McKinsey & Company (January 2013)
7. International Health Terminology Standards Development Organisation (IHTDSDO): SNOMED CT (December 13, 2013), http://www.ihtsdo.org/
8. Khan, A., Doucette, J., Jin, C., Fu, L., Cohen, R.: An ontological approach to data mining for emergency medicine. In: 2011 Northeast Decision Sciences Institute Conference Proceedings 40th AnnualMeeting, Montreal, Quebec, Canada, pp. 578-594 (April 2011)
9. Oberije, C.: Mathematical models out-perform doctors in predicting cancer patientśresponses to treatment (April 2013), http://www.sciencedaily.com/releases/2013/04/130420110651.htm (retrieved December 13, 2013)
10. Open Data: Augustus. PMML model producer and consumer. Scoring engine (February 14, 2014), https://code.google.com/p/augustus/
11. Savage, N.: Better medicine through machine learning. Commun. ACM 55(1), 17-19 (2012), http://doi.acm.org/10.1145/2063176.2063182
12. Yu, S., Rao, B.: Introduction to the special section on clinical data mining. SIGKDD Explor. Newsl. 14(1), 1-3 (2012), http://doi.acm.org/10.1145/2408736.2408738
13. Zementis: ADAPA Scoring Engine (February 14, 2014), http://www.zementis.com/adapa.htm/