Survival analysis | Bayesian statistics

Bayesian survival analysis

Survival analysis is normally carried out using parametric models, semi-parametric models, non-parametric models to estimate the survival rate in clinical research. However recently Bayesian models are also used to estimate the survival rate due to their ability to handle design and analysis issues in clinical research. (Wikipedia).

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Conditional Probability: Bayes’ Theorem – Disease Testing (Table and Formula)

This video shows how to determine conditional probability using a table and using Bayes' theorem. @mathipower4u

From playlist Probability

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15a - Maximum likelihood estimator - short introduction

This video provides a short introduction to maximum likelihood estimation. If you are interested in seeing more of the material, arranged into a playlist, please visit: https://www.youtube.com/playlist?list=PLFDbGp5YzjqXQ4oE4w9GVWdiokWB9gEpm Also, check out: https://ben-lambert.com/econom

From playlist Bayesian statistics: a comprehensive course

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Bayesian Linear Regression : Data Science Concepts

The crazy link between Bayes Theorem, Linear Regression, LASSO, and Ridge! LASSO Video : https://www.youtube.com/watch?v=jbwSCwoT51M Ridge Video : https://www.youtube.com/watch?v=5asL5Eq2x0A Intro to Bayesian Stats Video : https://www.youtube.com/watch?v=-1dYY43DRMA My Patreon : https:

From playlist Bayesian Statistics

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Bayesian statistics syllabus

A description of the syllabus that will be covered in this course on Bayesian statistics. If you are interested in seeing more of the material, arranged into a playlist, please visit: https://www.youtube.com/playlist?list=PLFDbGp5YzjqXQ4oE4w9GVWdiokWB9gEpm Unfortunately, Ox Educ is no m

From playlist Bayesian statistics: a comprehensive course

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39 - The gamma distribution - an introduction

This video provides an introduction to the gamma distribution: describing it mathematically, discussing example situations which can be modelled using a gamma in Bayesian inference, then going on to discuss how its two parameters affect the shape of the distribution intuitively, and finall

From playlist Bayesian statistics: a comprehensive course

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(ML 7.1) Bayesian inference - A simple example

Illustration of the main idea of Bayesian inference, in the simple case of a univariate Gaussian with a Gaussian prior on the mean (and known variances).

From playlist Machine Learning

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25 - Bayesian inference in practice - Disease prevalence

This video provides an example of applied Bayesian inference, for the case of predicting the disease prevalence within a population. If you are interested in seeing more of the material, arranged into a playlist, please visit: https://www.youtube.com/playlist?list=PLFDbGp5YzjqXQ4oE4w9GVWd

From playlist Bayesian statistics: a comprehensive course

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BaSTA - analyzing mortality in wild animals

Fernando Colchero, Owen Jones and Maren Rebke from the Max Plank Institute for Demographic Research in Rostock, Germany, exploring research on ageing and and how to deal with incomplete data. Therefore, they developed a new method of analysis they call BaSTA: Bayesian Survival Trajectory A

From playlist Most popular videos

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Antonietta Mira: Big data for health: a Bayesian spatio-temporal analysis for predicting ...

Abstract: The term ‘Public Access Defibrillation’ (PAD) is referred to programs based on the placement of Automated External Defibrillators (AED) in key locations along cities’ territory together with the development of a training plan for users (first responders). PAD programs are conside

From playlist Probability and Statistics

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Statistical Rethinking 2023 - 18 - Missing Data

Course: https://github.com/rmcelreath/stat_rethinking_2023 Intro music: https://www.youtube.com/watch?v=RSsstXfcRWw Icebear music: https://www.youtube.com/watch?v=0h9tC3FM9UI Outline 00:00 Introduction 05:18 Missing data in DAGs 19:42 Bayesian imputation part 1 33:34 Pause 34:30 Bayesian

From playlist Statistical Rethinking 2023

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Bayesian vs frequentist statistics probability - part 1

This video provides an intuitive explanation of the difference between Bayesian and classical frequentist statistics. If you are interested in seeing more of the material, arranged into a playlist, please visit: https://www.youtube.com/playlist?list=PLFDbGp5YzjqXQ4oE4w9GVWdiokWB9gEpm Unfo

From playlist Bayesian statistics: a comprehensive course

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Data Science Applications - Environment/Ecology: Professor Ruth King, University of Edinburgh

Bio Ruth King is the Thomas Bayes Chair of Statistics at the University of Edinburgh. She was awarded her PhD in 2001 from the University of Bristol. She then held positions at the Universities of Cambridge (PDRA; 2001-3) and St Andrews (lecturer 2003-10; reader 2010-15) before taking up

From playlist Data science classes

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Making Statistics Accessible: Approaches to Missing Data

Sponsored by the Center for Interdisciplinary Research on AIDS (CIRA) at Yale University's Interdisciplinary Research Methods Core. The presenters are Russell Barbour, Ph.D., CIRA, and Eugenia Buta, Ph.D., CIRA and The Yale Center of Analytical Studies (YCAS).

From playlist Center for Interdisciplinary Research on AIDS

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Statistical Rethinking Fall 2017 - week01 lecture01

Week 01, lecture 01 for Statistical Rethinking: A Bayesian Course with Examples in R and Stan, taught at MPI-EVA in Fall 2017. This lecture covers Chapters 1 and 2. Slides are available here: https://speakerdeck.com/rmcelreath Additional information on textbook and R package here: http

From playlist Statistical Rethinking Fall 2017

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Statistical Learning: 8.6 Bayesian Additive Regression Trees

Statistical Learning, featuring Deep Learning, Survival Analysis and Multiple Testing You are able to take Statistical Learning as an online course on EdX, and you are able to choose a verified path and get a certificate for its completion: https://www.edx.org/course/statistical-learning

From playlist Statistical Learning

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Statistical Rethinking 2023 - 02 - The Garden of Forking Data

Slides and other course materials at https://github.com/rmcelreath/stat_rethinking_2023 Pause music: https://www.youtube.com/watch?v=_tV5LEBDs7w Outline 00:00 Introduction 02:38 Generative model 08:42 The Garden of Forking Data 23:48 Bayesian updating 31:31 Probability 36:26 Testing 44:3

From playlist Statistical Rethinking 2023

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36 - Population mean test score - normal prior and likelihood

This video provides an example of Bayesian inference for the case of a normal prior and normal likelihood. If you are interested in seeing more of the material, arranged into a playlist, please visit: https://www.youtube.com/playlist?list=PLFDbGp5YzjqXQ4oE4w9GVWdiokWB9gEpm Unfortunately,

From playlist Bayesian statistics: a comprehensive course

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In-medium Properties of Heavy Quarks on the Lattice by Hiroshi Ohno

DISCUSSION MEETING EXTREME NONEQUILIBRIUM QCD (ONLINE) ORGANIZERS: Ayan Mukhopadhyay (IIT Madras) and Sayantan Sharma (IMSc Chennai) DATE & TIME: 05 October 2020 to 09 October 2020 VENUE: Online Understanding quantum gauge theories is one of the remarkable challenges of the millennium

From playlist Extreme Nonequilibrium QCD (Online)

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40 - Poisson model: crime count example introduction

This video provides an introduction to a use of Bayesian inference with a Poisson likelihood function, which we will use for the next few videos to examine the posterior distribution, as well as the prior and posterior predictive distributions, when a gamma prior is assumed. If you are in

From playlist Bayesian statistics: a comprehensive course

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Kerrie Mengersen: Bayesian Modelling

Abstract: This tutorial will be a beginner’s introduction to Bayesian statistical modelling and analysis. Simple models and computational tools will be described, followed by a discussion about implementing these approaches in practice. A range of case studies will be presented and possibl

From playlist Probability and Statistics

Related pages

Survival rate | Survival analysis | Semiparametric model | Parametric model