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Survival Analysis With Python

Description: Please refer to the section BELOW (and NOT ABOVE) this line for the product details - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Title:Survival Analysis With PythonISBN13:9781032148267ISBN10:1032148268Author:Nag, Avishek (Author)Description:Survival Analysis Uses Statistics To Calculate Time To Failure Survival Analysis With Python Takes A Fresh Look At This Complex Subject By Explaining How To Use The Python Programming Language To Perform This Type Of Analysis As The Subject Itself Is Very Mathematical And Full Of Expressions And Formulations, The Book Provides Detailed Explanations And Examines Practical Implications The Book Begins With An Overview Of The Concepts Underpinning Statistical Survival Analysis It Then Delves Into: Parametric Models With Coverage Of: Concept Of Maximum Likelihood Estimate (Mle) Of A Probability Distribution Parameter Mle Of The Survival Function Common Probability Distributions And Their Analysis Analysis Of Exponential Distribution As A Survival Function Analysis Of Weibull Distribution As A Survival Function Derivation Of Gumbel Distribution As A Survival Function From Weibull Nonparametric Models Including: Kaplan-Meier (Km) Estimator, A Derivation Of Expression Using Mlefitting Km Estimator With An Example Dataset, Python Code, And Plotting Curvesgreenwood's Formulae And Its Derivation Models With Covariates Explaining: The Concept Of Time Shift And The Accelerated Life Time Model (Aft) Weibull Aft Model And Derivation Of Parameters By Mle Proportional Hazard (Ph) Model Cox-Ph Model Significance Of Covariates Selection Of Covariates The Python Lifelines Library Is Used For Coding Examples Mapping Theory To Practical Examples Featuring Datasets, The Book Is A Hands-On Tutorial As Well As A Handy Reference Binding:Hardcover, HardcoverPublisher:Auerbach PublicationsPublication Date:2021-12-17Weight:0 lbsDimensions:Number of Pages:88Language:English

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Book Title: Survival Analysis With Python

Item Weight: 0 lbs

Item Length: 9in

Item Width: 6in

Author: Avishek Nag

Publication Name: Survival Analysis with Python

Format: Hardcover

Language: English

Publisher: CRC Press LLC

Publication Year: 2021

Type: Textbook

Number of Pages: 88 Pages

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