Call : (+91) 968636 4243
Mail : info@EncartaLabs.com
EncartaLabs

Survival Data Mining A Programming Approach

( Duration: 3 Days )

This Survival Data Mining: A Programming Approach training course covers predictive hazard modeling for customer history data. Designed for data analysts, the course uses SAS/STAT software to illustrate various survival data mining methods and their practical implementation.

By attending Survival Data Mining: A Programming Approach workshop, delegates will learn to:

  • Build models for time-dependent outcomes derived from customer event histories
  • Account for competing risks, time-dependent covariates, right censoring, and left truncation
  • Handle large data sets
  • Compute the expected value of the remaining time until an event
  • Evaluate the predictive performance of the model.

  • Basic understanding of survival analysis
  • Experience with predictive modeling, particularly with logistic regression
  • Familiar with statistical concepts such as random variables, probability distributions, and parameter estimation
  • Familiar with sql (including topics such as sub-queries and left-joining)
  • SAS programming proficiency.

The Survival Data Mining: A Programming Approach class is ideal for:

  • Predictive modelers, data analysts, statisticians, econometricians, model validators, and data scientists

COURSE AGENDA

1

Survival data mining

  • Introduction to survival data mining
  • Elements of survival analysis
  • Time-dependent covariates
2

Survival models

  • Semi-parametric survival models
  • Parametric survival models
  • Discrete-time survival models
3

Flexible hazard modeling

  • Building discrete time hazard models
  • Grouped expanded data
4

Hazard modeling with big data

  • Outcome-dependent sampling
  • Data truncation
  • Piecewise constant hazards
5

Predictive performance

  • Predictive scoring
  • Empirical validation
6

Recurrent events

  • Introduction to recurrent events

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

Top
Notice
X