Non-uniform random numbers | Monte Carlo methods

Rejection sampling

In numerical analysis and computational statistics, rejection sampling is a basic technique used to generate observations from a distribution. It is also commonly called the acceptance-rejection method or "accept-reject algorithm" and is a type of exact simulation method. The method works for any distribution in with a density. Rejection sampling is based on the observation that to sample a random variable in one dimension, one can perform a uniformly random sampling of the two-dimensional Cartesian graph, and keep the samples in the region under the graph of its density function. Note that this property can be extended to N-dimension functions. (Wikipedia).

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Quota Sampling

What is quota sampling? Advantages and disadvantages. General steps and an example of how to find a quote sample. Check out my e-book, Sampling in Statistics, which covers everything you need to know to find samples with more than 20 different techniques: https://prof-essa.creator-spring.

From playlist Sampling

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Trial rejection

Removing EEG-artifact-laden trials from the data before analyses is an important step in preprocessing. In this lecturelet, you'll see some examples of artifacts in EEG data. For more online courses about programming, data analysis, linear algebra, and statistics, see http://sincxpress.co

From playlist OLD ANTS #6) Data pre-processing and cleaning

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Non Probability Sampling

Overview of non probability sampling; advantages and disadvantages, types. Check out my e-book, Sampling in Statistics, which covers everything you need to know to find samples with more than 20 different techniques: https://prof-essa.creator-spring.com/listing/sampling-in-statistics

From playlist Sampling

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Convenience Sampling

What is convenience sampling? Advantages and disadvantages of grab sampling. How to analyze data from convenience sampling. Check out my e-book, Sampling in Statistics, which covers everything you need to know to find samples with more than 20 different techniques: https://prof-essa.creato

From playlist Sampling

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Systematic Sampling

What is systematic sampling? Advantages and disadvantages. How to perform systematic sampling and repeated systematic sampling. Check out my e-book, Sampling in Statistics, which covers everything you need to know to find samples with more than 20 different techniques: https://prof-essa.c

From playlist Sampling

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Purposive Sampling

What is purposive (deliberate) sampling? Types of purposive sampling, advantages and disadvantages. Check out my e-book, Sampling in Statistics, which covers everything you need to know to find samples with more than 20 different techniques: https://prof-essa.creator-spring.com/listing/sam

From playlist Sampling

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Power and Type II Error

I recently uploaded 200 videos that are much more concise with excellent graphics. Click the link in the upper right-hand corner of this video. It will take you to my youtube channel where videos are arranged in playlists. In this older video: understanding Power and Type II Error and be

From playlist Older Statistics Videos and Other Math Videos

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Hypothesis testing (ALL YOU NEED TO KNOW!)

0:00 Introduction 3:41 Intuition behind hypothesis testing 10:16 Example 1 12:57 Null hypothesis 22:00 Test statistic 28:27 p-valiue 33:38 Confidence intervals 37:46 Significant treatment difference 42:25 Power and Sample size (THE BEST!) 50:47 Example 2

From playlist Statistical Inference (7 videos)

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Chapter 8.3: Hypothesis Tests about a Mean: sigma unknown

Chapter 8.3 from "Introduction to Statistics, Think & Do" by Scott Stevens (http://www.StevensStats.com) Textbook from Publisher, $29.95 print, $9.95 PDF http://www.centerofmathematics.com/wwcomstore/index.php/thinkdov4-1.html Textbook from Amazon: https://amzn.to/2zJRCjL

From playlist Statistics Lecture Videos

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Hypothesis testing #1: Basics (no maths!)

Type 1 and Type 2 errors explained from 9:02

From playlist Hypothesis testing

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Excel 2010 Statistics 78: Hypothesis Testing Population Mean, P-value & Critical Value, 1 Tail Right

Download Excel File #1: https://people.highline.edu/mgirvin/AllClasses/210Excel2010/Content/Ch09/Busn210ch09-First.xlsm Download Excel File #2: https://people.highline.edu/mgirvin/AllClasses/210Excel2010/Content/Ch09/Busn210ch09-Second.xlsm Download pdf file #1: https://people.highline.edu

From playlist Excel 2010 Statistics Formulas Functions Charts PivotTables

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STAT 200 Lesson 6 Full Lecture Video

***There is an error in the formula for the pooled standard deviation in this video from 17:17 to 27:53. The denominator should be n1+n2-2. For the correct formula and an example, see https://online.stat.psu.edu/stat200/lesson/6/6.4

From playlist STAT 200 Video Lectures

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Excel 2013 Statistical Analysis #53: 5 Steps Hypothesis Testing: P-value & Critical Value Methods

Download files (which file shown at begin of video): https://people.highline.edu/mgirvin/AllClasses/210Excel2013/Ch09/Ch09.htm Topics in this video: 1. (00:39) Define Hypothesis Testing and example of questions we can ask. 2. (07:13) 5 Steps in Hypothesis Testing 3. (08:30) Review of varia

From playlist Excel for Statistical Analysis in Business & Economics Free Course at YouTube (75 Videos)

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Excel Statistical Analysis 43: Hypothesis Testing: P-value & Critical Value Methods: 1 Tail Upper

Download Excel File: https://excelisfun.net/files/Ch09-ESA.xlsm Download 2 PDF note files: https://excelisfun.net/files/Ch09-ESA.pdf, https://excelisfun.net/files/Ch09-ESA-JustFormulas.pdf Learn about the 5 steps in hypothesis testing. Learn how to run a hypothesis test in Excel. Topics

From playlist Excel Statistical Analysis for Business Class Playlist of Videos from excelisfun

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Probability Sampling Methods

What is "Probability sampling?" A brief overview. Four different types, their advantages and disadvantages: cluster, SRS (Simple Random Sampling), Systematic and Stratified sampling. Check out my e-book, Sampling in Statistics, which covers everything you need to know to find samples with

From playlist Sampling

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Chapter 9.2: Hypothesis Tests for Two Means: Independent Data

Chapter 9.2 from "Introduction to Statistics, Think & Do" by Scott Stevens (http://www.StevensStats.com) Textbook from Publisher, $29.95 print, $9.95 PDF http://www.centerofmathematics.com/wwcomstore/index.php/thinkdov4-1.html Textbook from Amazon: https://amzn.to/2zJRCjL

From playlist Statistics Lecture Videos

Related pages

Ratio of uniforms | Support (mathematics) | Monte Carlo method | Ziggurat algorithm | Inverse transform sampling | Probability density function | Exponential distribution | Curse of dimensionality | Markov chain Monte Carlo | John von Neumann | Probability distribution | Computational statistics | Natural exponential family | Gibbs sampling | Geometric distribution | Random variable | Normalizing constant | Moment-generating function | Logarithmically concave function