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Course materials for a university course including lecture slides and assignments focused on survival analysis techniques. Assignments involve data preparation, statistical modeling with Julia, and report generation using LaTeX, covering topics like Kaplan-Meier estimation, , Weibull distributions, and censoring.

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SKE Course Assignments

This repository contains assignments for the SKE (Survival and Reliability Engineering) course. The assignments involve statistical analysis of survival data from the Veteran Clinic Trial dataset, including data preparation, elementary statistics, and parametric/non-parametric modeling using Julia.

Assignments

Assignment 01

Introduction to survival analysis concepts, including reliability functions, hazard rates, and censoring.

Survival Analysis Diagram 0     Survival Analysis Diagram 1     Survival Analysis Diagram 2

Assignment 02

Analysis of survival data with Kaplan-Meier estimator, exponential and Weibull distributions, including parametric fitting and goodness-of-fit tests.

Kaplan-Meier Plot for Group A         Kaplan-Meier Plot for Group B

  • (3) Histograms

Histograms

  • (4) Histogram vs Parametric Fit for Group A, (5) for Group B

Histogram vs Parametric Fit for Group A         Histogram vs Parametric Fit for Group B

  • (6) Histogram vs Weibull Fit for Group A, (7) for Group B

Histogram vs Weibull Fit for Group A         Histogram vs Weibull Fit for Group B

  • (8) Log Likelihood Surface for Group A, (9) for Group B

Log Likelihood Surface for Group A         Log Likelihood Surface for Group B

  • (10) Nelson-Aalen Plot for Group A, (11) for Group B

Nelson-Aalen Plot for Group A         Nelson-Aalen Plot for Group B

  • (12) Probability-Probability Plot for Exponential Group A, (13) for Group B

PP Plot Exponential Group A         PP Plot Exponential Group B

  • (14) Probability-Probability Plot for Weibull Group A, (15) for Group B

PP Plot Weibull Group A         PP Plot Weibull Group B

  • (16) Quantile-Quantile Plot for Exponential Group A, (17) for Group B

QQ Plot Exponential Group A         QQ Plot Exponential Group B

  • (18) Quantile-Quantile Plot for Weibull Group A, (19) for Group B

QQ Plot Weibull Group A         QQ Plot Weibull Group B

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Course materials for a university course including lecture slides and assignments focused on survival analysis techniques. Assignments involve data preparation, statistical modeling with Julia, and report generation using LaTeX, covering topics like Kaplan-Meier estimation, , Weibull distributions, and censoring.

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