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1. A COMPUTATIONAL FRAMEWORK FOR DISCRIMINATIVE ANALYSIS OF HIGH DIMENSIONAL BIOMEDICAL IMAGE DATA

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2. AUTONOMOUS PERCEPTION AND DECISION MAKING IN CYBER-PHYSICAL SYSTEMS

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4. BATTERY STATE ESTIMATION AND ANOMALY DETECTION USING MACHINE LEARNING

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5. Principles of Riemannian Geometry in Neural Networks

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7. UNDERSTANDING GROWTH MECHANISM OF COPPER NANOWIRE AND APPLICATION OF MACHINE LEARNING TO CHARACTERIZE SILVER NANOCLUSTERS

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9. Modeling Spatiotemporality for Multivariate Time Series in Urban Applications

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10. Probabilistic Machine Learning for Advanced Engineering Design Optimization and Diagnostics

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