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SAND98-0210 Unlimited Release Printed February 1998 Distribution Category UC-505 A User s Guide to LHS Sandia s Latin Hypercube Sampling Software Gregory D. Wyss and Kelly H. Jorgensen Risk Assessment and Systems Modeling Department Sandia National Laboratories PO Box 5800 Albuquerque NM 87185-0747 Abstract This document is a reference guide for LHS Sandia s Latin Hypercube Sampling Software. This software has been developed to generate either La.

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The Method Behind Latin Hypercube Sampling One-dimensional Latin hypercube sampling involves dividing your cumulative density function (cdf) into n equal partitions; and then choosing a random data point in each partition.

Latin Hypercube Sampling (LHS) is a method of sampling random numbers that attempts to distribute samples evenly over the sample space. A simple example: imagine you are generating exactly two samples from a normal distribution, with a mean of 0.

The most compelling advantage of LHS, and MLHS in particular, is that it produces a clear depiction of each input distribution, devoid of sampling artifacts. Each input distribution looks smooth, even at the small sample sizes often used while developing and debugging a model.

The Latin Hypercube Sampling (LHS) is a type of stratified Monte Carlo (MC). The sampling region is partitioned into a specific manner by dividing the range of each component of x. We will only consider the case where the components of x are independent or can be transformed into an independent base.

The Method Behind Latin Hypercube Sampling One-dimensional Latin hypercube sampling involves dividing your cumulative density function (cdf) into n equal partitions; and then choosing a random data point in each partition.

The total number of sample combinations you have is 2×3×2×3×3=108 (or what ever). Depending on your experiment (and the difficulty of taking samples), you should ideally just sample everything. If not, there a a few other options.

X = lhsdesign( n , p ) returns a Latin hypercube sample matrix of size n -by- p . For each column of X , the n values are randomly distributed with one from each interval (0,1/n) , (1/n,2/n) , ..., (1 - 1/n,1) , and randomly permuted.

By contrast, Latin Hypercube sampling stratifies the input probability distributions. With this sampling type, @RISK or RISKOptimizer divides the cumulative curve into equal intervals on the cumulative probability scale, then takes a random value from each interval of the input distribution.

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Form Packages
Adoption
Bankruptcy
Contractors
Divorce
Home Sales
Employment
Identity Theft
Incorporation
Landlord Tenant
Living Trust
Name Change
Personal Planning
Small Business
Wills & Estates
Packages A-Z
Form Categories
Affidavits
Bankruptcy
Bill of Sale
Corporate - LLC
Divorce
Employment
Identity Theft
Internet Technology
Landlord Tenant
Living Wills
Name Change
Power of Attorney
Real Estate
Small Estates
Wills
All Forms
Forms A-Z
Form Library
Customer Service
Terms of Service
DMCA Policy
About Us
Blog
Affiliates
Contact Us
Privacy Notice
Delete My Account
Site Map
All Forms
Search all Forms
Industries
Forms in Spanish
Localized Forms
Legal Guides
Real Estate Handbook
All Guides
Prepared for You
Notarize
Incorporation services
Our Customers
For Consumers
For Small Business
For Attorneys
Our Sites
US Legal Forms
USLegal
FormsPass
pdfFiller
signNow
airSlate workflows
DocHub
Instapage
Social Media
Call us now toll free:
1-877-389-0141
As seen in:
  • USA Today logo picture
  • CBC News logo picture
  • LA Times logo picture
  • The Washington Post logo picture
  • AP logo picture
  • Forbes logo picture
© Copyright 1997-2025
airSlate Legal Forms, Inc.
3720 Flowood Dr, Flowood, Mississippi 39232