Cox Regression Theory

Estimating the Baseline Hazard Function

Property 2: The following is an estimate for cj:

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Proof: Using the first two terms of the Taylor series we see that

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In general if y = ax, then ln y = x ln a, and so y = exp(x∙ lna), which proves that ax = exp(x∙lna). Thus

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We can therefore represent the equation

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by

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which is equivalent to

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Solving for cj, we have

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Newton’s Method

Property 1 (Newton-Raphson): We can estimate the r × 1 coefficient matrix B = [bi] as Bpfor some large enough p, where B0 consists of all zeros (initial guess) and for all p

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where I_p^{-1} = [vik] is the r × r (information) matrix and Up = [ui] is the r × 1 (score) matrix where we use the coefficients b1, …, br in Bp in calculating ui and vik.

In addition, Ip is the covariance matrix for Bp at each step p in the iteration.

Proof: We first consider the case where dj = 1 for all time periods tj. Thus

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The only thing we need to prove is that the urepresent the first partial derivatives of LL and the vik represent the second partial derivatives. First, we note that

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It then follows that

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In the case where we use Breslow’s approximation

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and so

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In the case where we use Efron’s approximation

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we first note that

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and soimage011vimage012v

6 thoughts on “Cox Regression Theory”

  1. Dr, muchas gracias por responder, si respetuosamente que por favor adiciones a los resultados esa información.

    Dr, thank you very much for responding, if you respectfully please add to the results that information.

    Reply
  2. Dr. Zaiontz, thank you very much for this page, really it is very useful and didactic.
    Dr., please what probability do you have to add in the Cox Regression, the statistics and p-value, of Concordance, R squared, maximum likelihood test, and the test of the logrank ?
    Thank you very much for your attention.

    Dr. Zaiontz, muchas gracias por esta página, realmente como siempre lo he manifestado es muy útil y didáctica.
    Dr. por favor que probabilidad hay de agregar en la Regresión Cox, los estadísticos y valor p, de Concordancia, R cuadrado, prueba de máxima verosimilitud, y la prueba de el puntaje logrank ?
    Muchas gracias, por su atención.

    Reply

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