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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Stabak Roy

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#graph neural networks Book Open access Oct 2026

Foundations of Multivariate Learning

Many modern scientific studies record more variables than observations. A single experiment may measure thousands of quantities while collecting only hundreds of samples. Inthis regime the classical multivariate toolbox stops working. Principal component analysis,the standard tool for keeping the few strongest patterns...

Kalyan Chakravarthy Kodela, Kamalesh Karmakar, Stabak Roy et al. · 0 citations
#graph neural networks Open access Sep 2026

Differentiable Spatial Autocorrelation in End-to-End Deep Learning for Hedonic Agricultural Land Pricing

We propose an end-to-end differentiable framework for hedonic agricultural land pricing that integrates deep learning-based land cover classification with spatial econometric modeling into a single neural architecture. Traditional hedonic pricing approaches typically separate land cover extraction from price regression...

Rosny Jean, Stabak Roy, Sait Sarr · 0 citations

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