Using Definitive Screening Designs to Get More Information from Fewer Trials
Augment the design using JMP Custom Design to support a response surface model in the several important factors
Augment the design using JMP Custom Design to support a response surface model in the several important factors
(view in My Videos) See how to: Understand the manufacturing yield example used in the demoFind patterns Use Distribution to examine the relationship between variables and between variables and responseUse Graph Builder to examine all variables, use icon drag-and-drop to fit lines to data, turn on statistics like R square, change fit type interactively and add color to highlight key findings ...
Learn about: Two approaches Global - more stable, less flexible Local - less stable, more flexible Preventing overfitting Linear Regression, Stepwise Regression, Generalized Regression, Penalized Regression Decision Trees, Bootstrap Forests Boosted Trees Neural Networks Importance of test sets and how to use ...
See how to screen models to find the most appropriate, best model for your needs and the goals of your study or experiment. Model Screening, introduced in JMP Pro 16, streamlines your workflow to build and view results from multiple models at one time. The video does not cover building each type of model individually. (view in My Videos) See how to: Use validation options in Model Screening...
See how to: Develop familiarity with foundational column formula concepts Expression that dynamically computes values stored in a column, often based on other columns' valuesPart of Column PropertiesSpecified in Column, not in each cell Understand sequence for creating formulas Standard formulas available: Right click >New FormulaFormula Editor (calculator) available for building custom formulas...
(view in My Videos) See how to: Include genomic data in plant breedingNavigate the genomic selection workflow sequenceApply techniques to a plant field experiment
See how to: Understand when and why PLS is useful as well as the advantages of the PLS implementation in JMP Pro over that in JMP See how to: Use consumer ratings to identify product attributes to help guide new formulation and design processes Employ leave-one-out cross-validation, ...
(view in My Videos) See how to: Screen multiple processes over time Examine one process at a time using Control Chart BuilderExamine and compare multiple processes using Process Screening (view in My Videos) See how to: Understand process shift Subgroup sample sizeSet shift and outlier thresholdSet shift detection parameterInterpret Exponentially Weighted Moving Average (EWMA) (view in My Vid...
(view in My Videos) See how to: Use Process Stability and Process Screening to help control complicated manufacturing processesScreen processes for many (1000+) process variables over time to determine process stability Import multiple files and format for process analysisScreen for outliers by quartile range and handle outliers as appropriateSave outlier cleanup script for future useScreen ...
See how to compare and contrast situational usefulness of two methods for looking at lots of process variables at the same time: Model Driven Multivariate Control Charts (MDMCC) and Process Screening. (view in My Videos) Note: Q&A is included at ~ Times 16:28, 22:00, 23:56, 27:36, 40:24, 43:00 and 45:38. Resources 2020 JMP Discovery Summit Presentation, Fault Detection and Diagnosis of th...
(view in My Videos) Model visualization and Monte Carlo simulation in JMP are useful for understanding your statistical models and designing robust processes and products. This topic shows how to use the JMP Prediction Profiler to easily understand complicated statistical models, and how to use the Prediction Profiler to publish and share your process insights with non-statistical audiences. ...
(view in My Videos) Vedrete come: Utilizzare le flessibili funzionalità di importazione e i potenti strumenti di manipolazione dei dati in JMPModellare i dati e rispondere a qualsiasi esigenza di analisiCombinare e organizzare i dati,Rimuovere le incongruenze nei dati importati o derivatiApplicare attributi per semplificare l'analisi e la reportistica. Flusso Preparazione DatiFlusso Prepara...
(view in My Videos) See how to: Understand the restrictions associated with randomization, the difference between blocking and creating plots, and how to incorporate covariates into the design (1:26) Blocks are about variance and let you group homogeneous factors to isolate extraneous noise associated with the factors (like time of day)Plots address variability and let you organize units so y...
(view in My Videos) See how to: Understand and use Multivariate Methods (PCA, Clustering and K-Means)Create and interpret multivariate Scatter Plots and CorrelationsGroup records that have a large number of variables into smaller clusters of new variables based on common characteristicsCluster rows that share similar values across a number of variablesUse Hierarchical Clustering to create a d...
See how to: Process, visualize, prepare to analysis and interpret results for free-form text Launch Text Explorer Identify Terms as the smallest pieces of text, similar to words in a sentence; Phrases as short collections of terms; and Documents as collections of words in a table cell Use Stemming to combine words that have common roots ...
See how to: Augment designs to add constraints and support second-order models Improve a cooking experimental design by adding additional runs that exclude extreme settings known to be deleterious to the process (2:52) Add linear constraints and group new runs into blocks to make it easier to examine design Use Graph Builde...
See how to: Understand how volume, velocity, variety, veracity, processing speed, memory, time and user patience impact approaches for handling tall and wide data Understand importance of approaches for handling big data - data filtering, column switching, predictor/response screening, collecting summary tables into graphs, automating variable reduction, sampling, finding miss...
Understand measurement system analysis principles, including comparing Gauge R&R to the EMP (Evaluating the Measurement Process) approach described by Don Wheeler in the book EMP III –Using Imperfect Data (2006). Use the attached data to use to practice using some of the techniques presented. The data, updated regularly, is also found at goldensnowball.com. ...
See how to use JSL to automate repetitive process monitoring by implementing control chart scripts. Although the demo is a follow-up to the Mastering JMP session Tracking and Trending Manufacturing Metrics, the techniques for creating scripts by borrowing and gluing together JMP auto-generated code can be used to build scripts for any repetitive tasks. ...
(view in My Videos)
See how to:
Look at box plots and statistics, as originally proposed by Mary Eleanor Spear as a way to present information about populations of people
Examine how box plots graphically communicate information about the central tendency and spread of data regardless of its underlying distributionDeploy JMP to create box plot to understand the distribution of the data and genera...
(view in My Videos) See how to: Launch Time Series Forecasting specialized modelingUnderstand how a recommended set of models are automatically fit to the time series and how optimal models are used for forecastingSelect and interpret forecast settings, including NAhead, Period, NHoldout, Preserve Model Selection Criterion, Forecast Interval Level and Imputation for Applicable ModelsInterpret b...
See how to: Understand the basics of SEM Confirmatory Factor Analysis (CFA) – a multivariate statistical procedure to test how well measured variables represent the number of constructs and confirm or reject a theory Path Analysis - an extension of the regression model built from the correlation matrix that compares two or more casual models and...
(view in My Videos) See how to: Create dashboards Combine report windowsSave and share dashboardsSave script to script window and use it to create a query using Query Builder Save Dashboard as a JMP Add-In and install Add-In Create a JMP Application (.jmpapp) and understand how to save application scripts using the ADDIN_HOME directory Note: Q&A is interspersed throughout. Resources Ins...
(view in My Videos) See how to: Explore PatternsIdentify duplicate values Find Most Duplicated Values - values that appear most frequently within column Find Longest Runs - values that repeats in consecutive rows within columnFind Longest Duplicated Sequences- sequence of values that repeats within columnFind Duplicates Across Columns- sequence of values ...