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PHReg

Struct PHReg 

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pub struct PHReg { /* private fields */ }
Expand description

A Cox proportional-hazards model awaiting estimation.

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impl PHReg

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pub fn new(time: &[f64], exog: &Array2<f64>, status: &[f64]) -> Result<Self>

Build a Cox PH model from event times, covariates and status flags.

time[i] is the event or censoring time, exog has one row per subject (covariates in columns, no implicit intercept — the Cox baseline hazard absorbs it), and status[i] is 1.0 for an observed event and 0.0 for right-censoring.

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pub fn breslow_loglike(&self, params: &Array1<f64>) -> f64

Breslow partial log-likelihood evaluated at params.

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pub fn breslow_gradient(&self, params: &Array1<f64>) -> Array1<f64>

Gradient of the Breslow partial log-likelihood at params.

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pub fn breslow_hessian(&self, params: &Array1<f64>) -> Array2<f64>

Hessian of the Breslow partial log-likelihood at params.

Negative-definite at the maximum; its negative is the observed information used for standard errors.

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pub fn fit(&self) -> Result<PHRegResults>

Estimate the model by Newton iteration on the partial likelihood.

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impl Clone for PHReg

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fn clone(&self) -> PHReg

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for PHReg

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl Freeze for PHReg

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impl RefUnwindSafe for PHReg

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impl Send for PHReg

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impl Sync for PHReg

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impl Unpin for PHReg

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impl UnsafeUnpin for PHReg

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impl UnwindSafe for PHReg

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.