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Chapter 15

Survival Analysis

Introduzione all'analisi della sopravvivenza
Introduzione all'analisi della sopravvivenza
Consider the following three examples from biomedical studies. First, in cancer research, the time from when a patient enters remission to their relapse ...
Tabelle di vita
Tabelle di vita
A life table or a mortality table represents the survival patterns of a population. It comprises multiple columns, each serving a practical purpose, ...
Curve di sopravvivenza
Curve di sopravvivenza
Consider a graph of the cumulative probability of death plotted as age on the X axis versus the proportion dead on the Y axis for a specific year. This ...
Approccio attuariale
Approccio attuariale
Survival analysis assesses the time until an event such as death or treatment failure occurs. The actuarial or life table approach, adapted from actuarial ...
Approccio Kaplan-Meier
Approccio Kaplan-Meier
The Kaplan-Meier estimator estimates the survival function from lifetime data. It is primarily used in medical research to track patient survival after ...
Ipotesi dell'analisi della sopravvivenza
Ipotesi dell'analisi della sopravvivenza
Survival analysis, a statistical method, evaluates the time until an event occurs. It is commonly used in medicine to analyze life expectancy. It is ...
Confronto dell'analisi di sopravvivenza di due o più gruppi
Confronto dell'analisi di sopravvivenza di due o più gruppi
Survival analysis evaluates the time until an event, like disease recurrence or death, utilizing techniques that account for censored data, where the ...
Il test del rango logaritmico di Mantel-Cox
Il test del rango logaritmico di Mantel-Cox
The Mantel-Cox log-rank test is a nonparametric statistical method for comparing survival distribution curves between two groups. It is typically employed ...
Applicazioni delle tabelle Life
Applicazioni delle tabelle Life
A life table, or mortality table, is a statistical tool that compiles a population's mortality characteristics, providing survival and death ...
Analisi della sopravvivenza al cancro
Analisi della sopravvivenza al cancro
Cancer survival analysis measures the time from diagnosis or start of the treatment to an event like recurrence or death. This analysis is crucial for ...
Tasso di rischio
Tasso di rischio
In a clinical study, the subjects or participants are observed over a time interval for an event, such as death, that occurs only once. Now, if a ...
Rapporto di rischio
Rapporto di rischio
The hazard ratio compares the hazard or risk of an event occurring at any given point in time between two groups. Consider λ(t) as a hazard rate at ...
Troncamento nell'analisi della sopravvivenza
Troncamento nell'analisi della sopravvivenza
In survival analysis, time is measured from the study start, ensuring all participants are observed from time zero until they die or are censored. But, ...
Censurare i dati di sopravvivenza
Censurare i dati di sopravvivenza
In survival data, censoring leads to incomplete data, and it typically occurs when subjects experience an event before or after the study ends. ...
Albero di sopravvivenza
Albero di sopravvivenza
A survival tree is used to model and visualize the relationship between a set of covariates and the time until an event of interest occurs. It is ...
Analisi parametrica di sopravvivenza: Weibull e metodi esponenziali
Analisi parametrica di sopravvivenza: Weibull e metodi esponenziali
Weibull and exponential models are frequently used in survival analysis. A two-parameter Weibull distribution has a survival curve given as follows. Here, ...
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