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Proportional hazards model information


Proportional hazards models are a class of survival models in statistics. Survival models relate the time that passes, before some event occurs, to one or more covariates that may be associated with that quantity of time. In a proportional hazards model, the unique effect of a unit increase in a covariate is multiplicative with respect to the hazard rate. For example, taking a drug may halve one's hazard rate for a stroke occurring, or, changing the material from which a manufactured component is constructed may double its hazard rate for failure. Other types of survival models such as accelerated failure time models do not exhibit proportional hazards. The accelerated failure time model describes a situation where the biological or mechanical life history of an event is accelerated (or decelerated).

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Proportional hazards model

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of time. In a proportional hazards model, the unique effect of a unit increase in a covariate is multiplicative with respect to the hazard rate. For example...

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Accelerated failure time model

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model (AFT model) is a parametric model that provides an alternative to the commonly used proportional hazards models. Whereas a proportional hazards...

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Hazard ratio

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_{k}X_{k}{\big )}.} Such models are generally classed proportional hazards regression models; the best known being the Cox proportional hazards model, and the exponential...

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Survival analysis

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they first see the clinician. The Cox model assumes that the hazards are proportional. The proportional hazard assumption may be tested using the R function...

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Recurrent event analysis

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instantaneous hazards of progression to one state, conditional on occupying another state. Extensions of the Cox proportional hazard models are popular models in...

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Ordinal regression

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{w} \cdot \mathbf {x} ))} which gives the proportional hazards model. The probit version of the above model can be justified by assuming the existence...

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Hypertabastic survival models

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_{0}^{t}h(v)dv=-ln(S(t))} The hazard function h(t|x,θ){\displaystyle h(t|\mathbf {x} ,\mathbf {\theta } )} of the Hypertabastic proportional hazards model has the form...

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Logrank test

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logrank statistic can be derived as the score test for the Cox proportional hazards model comparing two groups. It is therefore asymptotically equivalent...

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Semiparametric model

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nonparametric models. These models often use smoothing or kernels. A well-known example of a semiparametric model is the Cox proportional hazards model. If we...

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Poisson regression

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regression creates proportional hazards models, one class of survival analysis: see proportional hazards models for descriptions of Cox models. When estimating...

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Cox

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COX, oxide capacitance in MOSFET devices Cox model, a proportional hazards model in statistics Cox model engines, made by L.M. Cox Manufacturing Inc....

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Stratified sampling

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Proportionate allocation uses a sampling fraction in each of the strata that are proportional to that of the total population. For instance, if the population consists...

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Likelihood function

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component of the proportional hazards model: using a restriction on the hazard function, the likelihood does not contain the shape of the hazard over time....

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Regression dilution

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regression, and for some non-linear regression models. Other non-linear models, such as proportional hazards models for survival analysis, have been considered...

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One in ten rule

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estimated from data when doing regression analysis (in particular proportional hazards models in survival analysis and logistic regression) while keeping the...

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Cinnabar moth

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the Red Wood Ant (Formica polyctena): An Analysis Based on the Proportional Hazards Model." Journal of Animal Ecology. 54 (3). "Cinnabar | The Wildlife...

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Box plot

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making the width of the box proportional to the size of the group. A popular convention is to make the box width proportional to the square root of the...

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Correlation coefficient

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well a statistical model fits observations by summarizing the discrepancy between observed values and the values expected under the model Multiple correlation...

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List of statistics articles

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Propensity score Propensity score matching Proper linear model Proportional hazards models Proportional reduction in loss Prosecutor's fallacy Proxy (statistics)...

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Analysis of variance

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Analysis of variance (ANOVA) is a collection of statistical models and their associated estimation procedures (such as the "variation" among and between...

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MedCalc

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multivariate statistics. Survival analysis includes Cox regression (Proportional hazards model) and Kaplan–Meier survival analysis. Procedures for method evaluation...

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Generalized linear model

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Different links g lead to ordinal regression models like proportional odds models or ordered probit models. If the response variable is a nominal measurement...

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Probability of default

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Panel models Cox proportional hazards model Neural networks Classification trees Jarrow–Turnbull model Merton model KMV model Bankopedia:PD Definition FT...

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