From: Developing a healthcare dataset information resource (DIR) based on Semantic Web

Dataset | Methods | ||||
---|---|---|---|---|---|

NHANES | EM algorithm | Neural network model | Wilcoxon signed-rank test | Poisson regression | Chi-squared test |

29.55% | 19.63% | 16.69% | 15.02% | 14.85% | |

Kruskal-Wallis test | Logistic regression | Log-rank test | Linear regression | T-test | |

14.32% | 12.56% | 12.17% | 10.04% | 8.51% | |

SEER-medicare | Chi-squared test | Logistic regression | Cox regression | Log-rank test | Survival analysis |

54.52% | 50.83% | 39.64% | 17.46% | 14.87% | |

T-test | Regression model | Kaplan-Meier survival estimates | Linear regression | Propensity score matching | |

11.12% | 10.45% | 9.34% | 8.85% | 7.01% | |

Add health | Logistic regression | Chi-squared test | Linear regression | Regression model | Principal component analysis |

50.00% | 33.17% | 13.13% | 9.82% | 8.07% | |

ANOVA | Poisson regression | T-test | Propensity score matching | Cox regression | |

7.49% | 5.74% | 5.06% | 3.40% | 3.40% | |

HCUP | Logistic regression | Chi-squared test | Linear regression | T-test | Regression model |

57.91% | 48.44% | 20.24% | 18.03% | 15.61% | |

ANOVA | Poisson regression | Cox regression | Mann-Whitney U test | Bootstrap | |

9.87% | 9.06% | 7.45% | 7.35% | 4.23% | |

MDS | Logistic regression | Chi-squared test | Linear regression | Regression model | T-test |

42.12% | 39.73% | 17.29% | 14.90% | 13.53% | |

ANOVA | Cox regression | Mann-Whitney U test | Bootstrap | Survival analysis | |

13.18% | 9.93% | 7.19% | 4.11% | 3.77% | |

CPRD | Logistic regression | Cox regression | Chi-squared test | Poisson regression | Propensity score matching |

42.35% | 31.03% | 18.87% | 12.37% | 10.48% | |

Linear regression | Regression model | Survival analysis | T-test | Kaplan-Meier survival estimates | |

9.85% | 8.60% | 6.08% | 5.66% | 4.61% | |

MarketScan | Chi-squared test | Logistic regression | Cox regression | T-test | Poisson regression |

[-2pt]47.88% | 43.32% | 19.22% | 12.87% | 12.21% | |

Propensity score matching | Linear regression | Regression model | ANOVA | Fisher’s exact test | |

10.91% | 9.93% | 9.77% | 6.68% | 5.86% | |

THIN | Logistic regression | Cox regression | Chi-squared test | Poisson regression | Regression model |

37.33% | 26.04% | 23.27% | 12.44% | 9.91% | |

Inverse probability weighting | Linear regression | T-test | Survival analysis | Propensity score matching | |

8.99% | 8.53% | 8.06% | 6.91% | 6.68% | |

MIMIC | Logistic regression | Chi-squared test | T-test | Mann-Whitney U test | Regression model |

45.39% | 20.39% | 17.76% | 15.79% | 14.47% | |

Support vector machine | Linear regression | Cox regression | Kolmogorov-Smirnov test | K-nearest neighbors | |

14.47% | 11.84% | 11.18% | 9.87% | 9.21% | |

Premier | Chi-squared test | K-means | Decision tree model | Logistic regression | Propensity score matching |

41.05% | 38.95% | 27.37% | 21.05% | 14.74% | |

Kruskal-Wallis test | Linear discriminant analysis | Regression model | Linear regression | T-test | |

13.68% | 11.58% | 11.58% | 8.42% | 8.42% | |

Clinformatics | Linear regression | Bootstrap | Regression model | Kruskal-Wallis test | Chi-squared test |

44.90% | 28.57% | 20.41% | 14.29% | 12.24% | |

F-test | Cox regression | Logistic regression | ANOVA | Survival analysis | |

12.24% | 10.20% | 10.20% | 8.16% | 6.12% | |

Humedica | Chi-squared test | Logistic regression | Bootstrap | Fisher’s exact test | Cox regression |

33.33% | 22.22% | 22.22% | 22.22% | 11.11% | |

T-test | Linear regression | Propensity score matching | Survival analysis | Ensemble learning | |

11.11% | 11.11% | 11.11% | 11.11% | 11.11% |