Literature DB >> 25008007

Transfer and transport: incorporating causal methods for improving predictive models.

Kyle W Singleton1, Alex A T Bui1, William Hsu1.   

Abstract

Keywords:  causality; predictive models; transfer learning; transportability

Mesh：

Year:  2014        PMID： 25008007      PMCID： PMC4173188          DOI： 10.1136/amiajnl-2014-002968

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN： 1067-5027            Impact factor:   4.497


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  4 in total

1.  Motivating the additional use of external validity: examining transportability in a model of glioblastoma multiforme.

Authors:  Kyle W Singleton; William Speier; Alex A T Bui; William Hsu
Journal:  AMIA Annu Symp Proc       Date:  2014-11-14

2.  A study in transfer learning: leveraging data from multiple hospitals to enhance hospital-specific predictions.

Authors:  Jenna Wiens; John Guttag; Eric Horvitz
Journal:  J Am Med Inform Assoc       Date:  2014-01-30       Impact factor: 4.497

3.  Clinical practice guidelines for Clostridium difficile infection in adults: 2010 update by the society for healthcare epidemiology of America (SHEA) and the infectious diseases society of America (IDSA).

Authors:  Stuart H Cohen; Dale N Gerding; Stuart Johnson; Ciaran P Kelly; Vivian G Loo; L Clifford McDonald; Jacques Pepin; Mark H Wilcox
Journal:  Infect Control Hosp Epidemiol       Date:  2010-05       Impact factor: 3.254

Review 4.  A review of causal inference for biomedical informatics.

Authors:  Samantha Kleinberg; George Hripcsak
Journal:  J Biomed Inform       Date:  2011-07-14       Impact factor: 6.317
  4 in total

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