Conveners
Bridging AI and Statistics
- Bart De Ketelaere (Catholic University of Leuven)
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Jie Min (University of South Florida)9/9/26, 12:00 PMOther/special session/invited session
The advent of artificial intelligence (AI) technologies has significantly changed many domains, including applied statistics. This talk explores the evolving role of applied statistics in the AI era, drawing from our experiences in engineering statistics, focusing on how statistics can be employed to study the properties of AI models and enhance AI systems, especially in AI assurance.
We...
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Bianca Maria Colosimo (Politecnico di Milano)9/9/26, 12:30 PMOther/special session/invited session
The landscape of industrial data mining is rapidly evolving, opening new opportunities to transform production systems from merely instrumented to truly intelligent. This talk explores innovative AI-driven solutions that go beyond traditional data-driven approaches, encompassing generative AI — including GANs and diffusion models — and transfer learning, to support a new generation of smart...
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Dr Bart De Ketelaere (Catholic University of Leuven)9/9/26, 1:00 PMOther/special session/invited session
Active learning is commonly framed in the artificial intelligence community as a strategy to reduce labeling costs by selectively querying informative samples for model improvement, yet its conceptual roots are closely aligned with classical ideas from statistical design of experiments, particularly sequential design and design augmentation. In this work, we position active learning as a...
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