EPSRC Winter School in Mathematics for Data Modelling, Sheffield 2008
18 Lectures · Jan 21, 2008
About
This Winter School aims to bring together researchers who have an interest in data modelling across a broad range of applications but with an emphasis on engineering. The school will be of interest to anyone who uses or thinks they may need to use data modelling in their research. \ We will introduce data modelling and why it is important in engineering, provide hands-on PC sessions on how to model data in practise, and highlight the latest advances in data modelling research.
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Introduction, Conclusion and Panel
Course introduction
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Panel discussion – Future Challenges in Data Modelling
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Lectures
Introduction to data modelling
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The Multi-layer Perceptron
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Functional Analysis in Data Modelling
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Introduction to Support Vector Machines
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Kernel Based Methods
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Dimensionality Reduction
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Semi-supervised learning
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Hierarchical Clustering
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Bayesian methods for data Modelling
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Graphical models
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Factorial Switching Kalman Filters for Condition Monitoring in Neonatal Intensiv...
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Learning with Gaussian Processes
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Application of Data Modelling to Fault Detection in an Internal Combustion Engin...
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Applications of Machine Learning to the Game of Go
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Modelling Genomic Data
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Applications to Machine Vision
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