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Volumn , Issue , 2014, Pages 3-10

Detecting Healthcare-associated infections in electronic health records - Evaluation of machine learning and preprocessing techniques

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATION; DATA MINING; DECISION TREES; E-LEARNING; PATIENT TREATMENT; RANDOM FORESTS; SEMANTICS; SUPPORT VECTOR MACHINES;

EID: 84937155296     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (6)

References (30)
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  • 4
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    • Citeseer
    • Constantinos Boulis and Mari Ostendorf. 2005. Text Classification by Augmenting the Bag-Of-Words Representation with Redundancy-Compensated Bigrams. In International Workshop in Feature Selection in Data Mining, pages 9-16. Citeseer.
    • (2005) International Workshop in Feature Selection in Data Mining , pp. 9-16
    • Boulis, Constantinos1    Ostendorf, Mari2
  • 5
    • 70349203868 scopus 로고    scopus 로고
    • Nosocomial Infections
    • Aodhán S. Breathnach. 2009. Nosocomial Infections. Medicine, 37(10):557-561.
    • (2009) Medicine , vol.37 , Issue.10 , pp. 557-561
    • Breathnach, Aodhán S.1
  • 6
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    • 84976804655 scopus 로고
    • A stop list for general text
    • pages ACM
    • Christopher Fox. 1989. A stop list for general text. In ACM SIGIR Forum, volume 24, pages 19-21. ACM.
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    • Fox, Christopher1
  • 18
    • 77954661377 scopus 로고    scopus 로고
    • Towards an Automated Nosocomial Infection Case Reporting-Framework to Build a Computer-Aided Detection of Nosocomial Infection
    • Towards an Automated Nosocomial Infection Case Reporting-Framework to Build a Computer-Aided Detection of Nosocomial Infection. In Proceedings of the Second International Conference on Health Informatics, HEALTHINF 2009, pages 317-322.
    • (2009) Proceedings of the Second International Conference on Health Informatics, HEALTHINF , pp. 317-322
  • 23
    • 33845703344 scopus 로고    scopus 로고
    • What is a Support Vector Machine?
    • William S. Noble. 2006. What is a Support Vector Machine? Nature Biotechnology, 24(12):1565-1567.
    • (2006) Nature Biotechnology , vol.24 , Issue.12 , pp. 1565-1567
    • Noble, William S.1
  • 24
    • 84888198867 scopus 로고    scopus 로고
    • Random Forest for Bioinformatics
    • Springer
    • Yanjun Qi. 2012. Random Forest for Bioinformatics. In Ensemble Machine Learning, pages 307-323. Springer.
    • (2012) Ensemble Machine Learning , pp. 307-323
    • Qi, Yanjun1
  • 26
    • 82755162758 scopus 로고    scopus 로고
    • Efficient text classification method based on improved term reduction and term weighting
    • Supplement 1
    • Kansheng Shi, Jie He, et al. 2011. Efficient text classification method based on improved term reduction and term weighting. The Journal of China Universities of Posts and Telecommunications, 18, Supplement 1(0):131-135.
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    • Negation Detection in Swedish Clinical Text: An Adaption of NegEx to Swedish
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    • Maria Skeppstedt. 2011. Negation Detection in Swedish Clinical Text: An Adaption of NegEx to Swedish. Journal of Biomedical Semantics, 2(Suppl 3):S3.
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    • Skeppstedt, Maria1
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    • University of Nebraska Medical Center
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* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.