Deeper Dives

Latest Posts

• A Deeper Dive into Wavelet Models for Functional Data Analysis

  A Wavelet model is a type of basis function model that is useful for data that contain a lot of peaks. This option requires data to be on an evenly spaced grid. If data is not evenly spaced, a grid is automatically created before the wavelet routine.  JMP Pro Functional Data Explorer handles and creates reports for Wavelet models.   See how Wavelet models work, and why they work so well for modeli...

  Di_Michelson

  Deeper Dives |

  Jan 17, 2025 9:25 PM

  2016 views | 4 replies

• A Deeper Dive into Stability Analysis and Shelf Life Estimation

  Stability analysis and shelf life estimation are common tasks in the pharmaceutical and biotechnology industries. It is a form of degradation analysis. This series illustrates how JMP can be used to set or check shelf life for a number of common situations.   ICH Q1E Stability analysis using the Degradation platform (3:05)ICH Q1E Stability analysis using the Fit Model platform (4:05)Multifactor st...

  DonMcCormack

  Deeper Dives |

  Oct 3, 2024 8:17 AM

  2452 views | 0 replies

• A Deeper Dive into Likelihood

  Likelihood is seen in many places in JMP reports. But, what does it mean? These videos introduce the likelihood function, and then show how JMP uses the likelihood function for estimation, inference and model comparison. The Likelihood Function (8:33)Maximum Likelihood Estimation (8:44) Likelihood Ratio Tests (9:56) Model Comparison (8:08)

  Di_Michelson

  Deeper Dives |

  Aug 19, 2024 9:40 PM

  1292 views | 1 replies

• A Deeper Dive Into Multicollinearity

  High correlation in predictor variables can harm your linear regression model. This problem is called collinearity or multi-collinearity.  The first video is an overview of collinearity, how to understand it, how to detect it, how it is related to the VIF (Variance Inflation Factor) shown in JMP reports and how to interpret VIF.  The second video shows how to use Principal Components Analysis to b...

  Di_Michelson

  Deeper Dives |

  Apr 22, 2024 6:55 AM

  4391 views | 3 replies

• A Deeper Dive into Reliability Analysis for Repairable Systems

  This series of videos covers reliability analysis of repairable systems. You'll learn about descriptive and inferential statistics for reliability using both the Recurrence and Reliability Growth platforms in JMP. Knowledge of measuring lifetime of components (non-repairable system reliability) is a prerequisite. You can gain the prerequisite knowledge through the instructor-based course JMP: Reli...

  Di_Michelson

  Deeper Dives |

  Mar 28, 2024 12:54 PM

  2466 views | 1 replies

• A Deeper Dive into Basis Function Expansion Models for Functional Data Analysis

  All of the model fits in the JMP Pro Functional Data Explorer platform rely on basis function expansion, a method for capturing non-linear relationships using a set of independent functions. See how basis function models work for modeling functional data.  The videos cover: B-Splines - Fits a basis spline (B-Spline) model to the data. Use the B-Spline model for non-periodic data.P-Splines - Fits a...

  Di_Michelson

  Deeper Dives |

  Feb 29, 2024 8:43 AM

  1687 views | 0 replies

• A Deeper Dive into Determining Components of Variation in a Process

  This workshop was presented at Discovery Summit Americas 2023 and Discovery Summit Europe 2024. There are nine videos in this deeper dive, both lecture and JMP demonstrations. You can view these in order or pick and choose which videos to watch. The attached journal contains the data tables needed for you to follow along with the demonstrations. Basic modeling (06:32)Demonstration: Oneway ANOVA wi...

  Di_Michelson

  Deeper Dives |

  Dec 15, 2023 11:35 AM

  1798 views | 0 replies