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Volumn 17, Issue , 2016, Pages

Patient risk stratification with time-varying parameters: A multitask learning approach

Author keywords

Clostridium difficile; Healthcare associated infections; Multitask learning; Risk stratification; Time varying coefficients

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLOSTRIDIUM; COST EFFECTIVENESS; HEALTH CARE; HOSPITALS; LEARNING ALGORITHMS; LEARNING SYSTEMS;

EID: 84979871458     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (58)

References (42)
  • 1
    • 44549086481 scopus 로고    scopus 로고
    • Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform
    • A Aboukhalil, L Nielsen, M Saeed, R Mark, and G Clifford. Reducing false alarm rates for critical arrhythmias using the arterial blood pressure waveform. Journal of Biomedical Informatics, 41(3):442-451, 2008.
    • (2008) Journal of Biomedical Informatics , vol.41 , Issue.3 , pp. 442-451
    • Aboukhalil, A.1    Nielsen, L.2    Saeed, M.3    Mark, R.4    Clifford, G.5
  • 3
    • 0031189914 scopus 로고    scopus 로고
    • Multitask learning
    • R Caruana. Multitask learning. Machine Learning, 28(1):41-75, 1997.
    • (1997) Machine Learning , vol.28 , Issue.1 , pp. 41-75
    • Caruana, R.1
  • 8
    • 57749091990 scopus 로고    scopus 로고
    • Review of current literature on the economic burden of Clostridium difficile infection
    • E Dubberke, A Wertheimer, et al. Review of current literature on the economic burden of Clostridium difficile infection. Infection Control and Hospital Epidemiology, 30(1):57-66, 2009.
    • (2009) Infection Control and Hospital Epidemiology , vol.30 , Issue.1 , pp. 57-66
    • Dubberke, E.1    Wertheimer, A.2
  • 10
    • 68149148542 scopus 로고    scopus 로고
    • Statistical methods with varying coefficient models
    • J Fan and W Zhang. Statistical methods with varying coefficient models. Statistics and Its Interface, 1(1):179, 2008.
    • (2008) Statistics and Its Interface , vol.1 , Issue.1 , pp. 179
    • Fan, J.1    Zhang, W.2
  • 12
    • 50849139510 scopus 로고    scopus 로고
    • A clinical risk index for Clostridium difficile infection in hospitalized patients receiving broad-spectrum antibiotics
    • K Garey, T Dao-Tran, Z Jiang, M Price, L Gentry, and H DuPont. A clinical risk index for Clostridium difficile infection in hospitalized patients receiving broad-spectrum antibiotics. Journal of Hospital Infection, 70(2):142-147, 2008.
    • (2008) Journal of Hospital Infection , vol.70 , Issue.2 , pp. 142-147
    • Garey, K.1    Dao-Tran, T.2    Jiang, Z.3    Price, M.4    Gentry, L.5    DuPont, H.6
  • 13
    • 21144472187 scopus 로고
    • Flexible methods for analyzing survival data using splines, with applications to breast cancer prognosis
    • RJ Gray. Flexible methods for analyzing survival data using splines, with applications to breast cancer prognosis. Journal of the American Statistical Association, 87(420): 942-951, 1992.
    • (1992) Journal of the American Statistical Association , vol.87 , Issue.420 , pp. 942-951
    • Gray, R.J.1
  • 15
    • 0025081252 scopus 로고
    • Using administrative diagnostic data to assess the quality of hospital care: Pitfalls and potential of ICD-9-CM
    • LI Iezzoni. Using administrative diagnostic data to assess the quality of hospital care: pitfalls and potential of ICD-9-CM. International Journal of Technology Assessment in Health Care, 6(02):272-281, 1990.
    • (1990) International Journal of Technology Assessment in Health Care , vol.6 , Issue.2 , pp. 272-281
    • Iezzoni, L.I.1
  • 17
    • 84855951317 scopus 로고    scopus 로고
    • A review of causal inference for biomedical informatics
    • S Kleinberg and G Hripcsak. A review of causal inference for biomedical informatics. Journal of Biomedical Informatics, 44(6):1102-1112, 2011.
    • (2011) Journal of Biomedical Informatics , vol.44 , Issue.6 , pp. 1102-1112
    • Kleinberg, S.1    Hripcsak, G.2
  • 21
    • 79952585695 scopus 로고    scopus 로고
    • Comparison of the burdens of hospital-onset, healthcare facility-associated Clostridium difficile infection and of healthcare-associated infection due to methicillin-resistant staphylococcus aureus in community hospitals
    • B Miller, L Chen, Dl Sexton, and D Anderson. Comparison of the burdens of hospital-onset, healthcare facility-associated Clostridium difficile infection and of healthcare-associated infection due to methicillin-resistant staphylococcus aureus in community hospitals. Infection Control and Hospital Epidemiology, 32(4):387-390, 2011.
    • (2011) Infection Control and Hospital Epidemiology , vol.32 , Issue.4 , pp. 387-390
    • Miller, B.1    Chen, L.2    Sexton, D.L.3    Anderson, D.4
  • 22
  • 27
    • 77956583100 scopus 로고    scopus 로고
    • Integration of early physiological responses predicts later illness severity in preterm infants
    • S Saria, A Rajani, J Gould, D Koller, and A Penn. Integration of early physiological responses predicts later illness severity in preterm infants. Science Translational Medicine, 2(48):48ra65-48ra65, 2010.
    • (2010) Science Translational Medicine , vol.2 , Issue.48 , pp. 48ra65
    • Saria, S.1    Rajani, A.2    Gould, J.3    Koller, D.4    Penn, A.5
  • 29
    • 84870946642 scopus 로고    scopus 로고
    • Antimicrobial-resistant pathogens associated with healthcare-associated infections: Summary of data reported to the national healthcare safety network at the centers for disease control and prevention, 2009-2010
    • D Sievert, P Ricks, J Edwards, A Schneider, J Patel, A Srinivasan, A Kallen, B Limbago, and S Fridkin. Antimicrobial-resistant pathogens associated with healthcare-associated infections: summary of data reported to the national healthcare safety network at the centers for disease control and prevention, 2009-2010. Infection Control and Hospital Epidemiology, 34(1):1-14, 2013.
    • (2013) Infection Control and Hospital Epidemiology , vol.34 , Issue.1 , pp. 1-14
    • Sievert, D.1    Ricks, P.2    Edwards, J.3    Schneider, A.4    Patel, J.5    Srinivasan, A.6    Kallen, A.7    Limbago, B.8    Fridkin, S.9
  • 30
    • 68949114160 scopus 로고    scopus 로고
    • Empirical likelihood inference for the Cox model with time-dependent coefficients via local partial likelihood
    • Y Sun, R Sundaram, and Y Zhao. Empirical likelihood inference for the Cox model with time-dependent coefficients via local partial likelihood. Scandinavian Journal of Statistics, 36(3):444-462, 2009.
    • (2009) Scandinavian Journal of Statistics , vol.36 , Issue.3 , pp. 444-462
    • Sun, Y.1    Sundaram, R.2    Zhao, Y.3
  • 31
    • 77956515027 scopus 로고    scopus 로고
    • Unsupervised risk stratification in clinical datasets: Identifying patients at risk of rare outcomes
    • Z Syed and I Rubinfeld. Unsupervised risk stratification in clinical datasets: Identifying patients at risk of rare outcomes. In International Conference on Machine Learning (ICML), pages 1023-1030, 2010.
    • (2010) International Conference on Machine Learning (ICML) , pp. 1023-1030
    • Syed, Z.1    Rubinfeld, I.2
  • 32
    • 80053235012 scopus 로고    scopus 로고
    • Computationally generated cardiac biomarkers for risk stratification after acute coronary syndrome
    • Z Syed, C Stultz, B Scirica, and J Guttag. Computationally generated cardiac biomarkers for risk stratification after acute coronary syndrome. Science Translational Medicine, 3 (102):102ra95-102ra95, 2011.
    • (2011) Science Translational Medicine , vol.3 , Issue.102 , pp. 102ra95
    • Syed, Z.1    Stultz, C.2    Scirica, B.3    Guttag, J.4
  • 33
    • 59649109714 scopus 로고    scopus 로고
    • Waterlow score to predict patients at risk of developing Clostridium difficile-associated disease
    • J Tanner, D Khan, D Anthony, and J Paton. Waterlow score to predict patients at risk of developing Clostridium difficile-associated disease. Journal of Hospital Infection, 71(3): 239-244, 2009.
    • (2009) Journal of Hospital Infection , vol.71 , Issue.3 , pp. 239-244
    • Tanner, J.1    Khan, D.2    Anthony, D.3    Paton, J.4
  • 35
    • 78751675044 scopus 로고    scopus 로고
    • Estimating the proportion of healthcare-associated infections that are reasonably preventable and the related mortality and costs
    • C Umscheid, Al Rajender, W Kendal, P Brennan, et al. Estimating the proportion of healthcare-associated infections that are reasonably preventable and the related mortality and costs. Infection Control and Hospital Epidemiology, 32(2):101-114, 2011.
    • (2011) Infection Control and Hospital Epidemiology , vol.32 , Issue.2 , pp. 101-114
    • Umscheid, C.1    Rajender, Al.2    Kendal, W.3    Brennan, P.4
  • 36
    • 84877753184 scopus 로고    scopus 로고
    • Patient risk stratification for hospital-associated c. diff as a time-series classification task
    • J Wiens, J Guttag, and E Horvitz. Patient risk stratification for hospital-associated c. diff as a time-series classification task. In Neural Information Processing Systems (NIPS), 2012a.
    • (2012) Neural Information Processing Systems (NIPS)
    • Wiens, J.1    Guttag, J.2    Horvitz, E.3
  • 38
    • 84952015331 scopus 로고    scopus 로고
    • Learning data-driven patient risk stratification models for clostridium difficile
    • Oxford University Press
    • J Wiens, WN Campbell, ES Franklin, JV Guttag, and E Horvitz. Learning data-driven patient risk stratification models for clostridium difficile. In Open Forum Infectious Diseases, volume 1, page ofu045. Oxford University Press, 2014.
    • (2014) Open Forum Infectious Diseases , vol.1
    • Wiens, J.1    Campbell, W.N.2    Franklin, E.S.3    Guttag, J.V.4    Horvitz, E.5
  • 41
    • 84907034165 scopus 로고    scopus 로고
    • From micro to macro: Data driven phenotyping by densification of longitudinal electronic medical records
    • ACM
    • Jiayu Zhou, Fei Wang, Jianying Hu, and Jieping Ye. From micro to macro: data driven phenotyping by densification of longitudinal electronic medical records. In Conference on Knowledge Discovery and Data Mining (KDD), pages 135-144. ACM, 2014.
    • (2014) Conference on Knowledge Discovery and Data Mining (KDD) , pp. 135-144
    • Zhou, J.1    Wang, F.2    Hu, J.3    Ye, J.4
  • 42
    • 0000438323 scopus 로고
    • Nonparametric survival analysis with time-dependent covariate effects: A penalized partial likelihood approach
    • D Zucker and AF Karr. Nonparametric survival analysis with time-dependent covariate effects: a penalized partial likelihood approach. Annals of Statistics, pages 329-353, 1990.
    • (1990) Annals of Statistics , pp. 329-353
    • Zucker, D.1    Karr, A.F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.