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  6. Bayesian Optimization with the Statistical Analysis Software JMP Pro

Bayesian Optimization with the Statistical Analysis Software JMP Pro

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last updated:Jul 14, 2026

SAS Institute Japan JMP Japan Division
SAS Institute Japan JMP Japan Division
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Hands-on workshop for manufacturing researchers and engineers: Bayesian optimization using JMP Pro statistical analysis software implemented with no code.

Bayesian optimization is gaining attention as a method for efficiently developing new products and processes. It is characterized by its ability to efficiently explore optimal conditions through sequential experiments. In this seminar, we will introduce the Bayesian optimization platform included in JMP Pro 19, explain its fundamental concepts, and provide hands-on experience with its operation. 【Target Audience】 - Individuals involved in product and process development in the manufacturing industry - Those conducting experiments in their work - Individuals considering or interested in utilizing Bayesian optimization 【Overview】 - Introduction / Overview of Bayesian Optimization - Fundamental concepts and application scenarios - Operation explanation using JMP Pro 19 - Hands-on session (condition exploration using simulation examples) - Summary and Q&A Participants are requested to bring their own laptops to operate JMP Pro using a virtual environment (virtual lab). For details on system requirements and other information, please check the application page below. https://www.jmp.com/ja/events/seminars/non-series/2026/09-01-bayes

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Bayesian Optimization with the Statistical Analysis Software JMP Pro

スクリーンショット ベイズ最適化_01.png
スクリーンショット ベイズ最適化_01.png
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Date and Time: September 1, 2026 (Tuesday) 14:00 - 16:00 (Reception starts at 13:30) Venue: SAS Institute Japan, Inc. Tokyo Headquarters 11th Floor, Roppongi Hills Mori Tower, 6-10-1 Roppongi, Minato-ku, Tokyo Nearest Station: Toei Subway / Tokyo Metro "Roppongi" Capacity: 20 people (first-come, first-served) Applications will be accepted on a first-come, first-served basis, and a confirmation email will be sent after application.

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Free (Pre-registration is required from the page below)

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Please contact us for details

Applications/Examples of results

"Democratization of Data" and Sharing the "Wisdom" of Manufacturing Across the Company - TOTO's New Exploration of "Good Products and Uniformity" [Challenge] The manufacturing of sanitary ceramics using natural raw materials involves approximately 13% shrinkage during the drying and firing processes. As products become larger and more complex, the challenge is how to maintain "uniform" high quality and convert the "tacit knowledge" of skilled artisans into "explicit knowledge" for the next generation. This has been a crucial issue at TOTO Ltd., which has a history of over 100 years and forms the foundation of the company's manufacturing. [Solution] Exploratory data analysis using JMP was introduced for the manufacturing data from the advanced Shiga factory. By implementing the first barcode system in the sanitary ceramics factory, high yield was enhanced, and "good product conditions" were quantified using visual validation with graph builders, as well as partition and cluster analysis, leading to improvements in direct delivery rates and yield. Additionally, JMP was adopted for the foundational education of the "in-house study abroad program" over two years, aiming to elevate company-wide data science skills. [Results] Please check the following page for details! https://www.jmp.com/ja/customer-stories/toto

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Bayesian optimization is not just about "a small number of experiments" – understanding its strengths through a comparison with experimental design methods.

Bayesian optimization is not just about "a small number of experiments" – understanding its strengths through a comparison with experimental design methods.

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Bayesian optimization

Utilization of the experimental design features of the statistical analysis software JMP in the manufacturing industry.

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JMP is software that not only excels in statistical analysis and graph creation but also has robust features for experimental design. By utilizing experimental design, efficient data collection can be achieved while minimizing time and costs. In this seminar, we will focus on the features of experimental design, specifically the sample size explorer and Bayesian optimization, and demonstrate examples of their application in the manufacturing industry. 【Overview】 First half: Utilization of t-tests in the manufacturing industry and simulation of required data numbers We will explain the overview and examples of t-tests, which are used for various purposes in the manufacturing industry, and present analysis examples using JMP. Additionally, we will introduce a method to simulate the relationship between the required data numbers for t-tests and statistical power using the sample size explorer. Second half: How to utilize JMP Pro Bayesian optimization – Application to simulation experimental data The Bayesian optimization platform is originally designed for experimental data that includes measurement errors, but there is also a strong demand to apply it to simulation experimental data that does not contain errors, such as CAE. In this seminar, we will introduce approaches for utilizing Bayesian optimization with simulation experimental data.

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The JMP story goes back to 1989 when John Sall decided to combine statistical analysis capabilities with graphical visualizations to animate and visualize data. For more than 35 years now, John Sall has led JMP R&D, making each version of JMP more visual, more interactive, and more practical to help users understand their data. What started as a passion project has grown by leaps and bounds. It’s now a family of statistical software products designed with scientists and engineers in mind and used worldwide in nearly every industry.

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