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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 the statistical analysis software JMP Pro conducted 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 basic concepts, and then provide hands-on experience with the software. 【Target Audience】 - Individuals involved in product and process development in the manufacturing industry - Those who conduct experiments in their work - Individuals considering or interested in utilizing Bayesian optimization 【Overview】 - Introduction / Overview of Bayesian Optimization - Basic 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 and will operate JMP Pro using a virtual environment (virtual lab). For details on system requirements, please check the application page below. https://www.jmp.com/ja/events/seminars/non-series/2026/09-01-bayes

    Technical SeminarStatistical analysisOther production and development software and systems
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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 your application.

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

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Applications/Examples of results

"Democratization of Data" and Sharing the "Wisdom" of Manufacturing Across the Company - TOTO's New Exploration of "Good Products and Homogeneity" [Challenge] The manufacturing of sanitary ceramics using natural materials involves approximately 13% shrinkage during the drying and firing processes. As products become larger and more complex, how can we maintain "homogeneous" high quality and transform the "tacit knowledge" of skilled artisans into "explicit knowledge" to pass on to the next generation? This has been a critical issue at TOTO Ltd., which has a history of over 100 years and is fundamental to the company's manufacturing. [Solution] We introduced "exploratory data analysis" using JMP on the manufacturing data from our advanced Shiga factory. By deepening the high yield achieved through the introduction of the first barcode system in the sanitary ceramics factory, we quantified the "good product conditions" using visual verification with graph builders and techniques such as partitioning and cluster analysis, leading to improvements in direct yield and overall yield. Additionally, we adopted JMP for the foundational education of our "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 a 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 keeping time and costs down. In this seminar, we will focus on the features of experimental design, specifically the sample size explorer and Bayesian optimization, and present examples of their application in the manufacturing industry in a demonstration format. [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 introduce analysis examples using JMP. Additionally, we will demonstrate how to simulate the relationship between the required data numbers for t-tests and statistical power using the sample size explorer. Second half: Utilizing JMP Pro Bayesian optimization - Application to simulation experimental data The Bayesian optimization platform is originally designed for experimental data that includes measurement errors; however, there is also a significant demand to apply it to simulation experimental data that does not include 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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