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In this age of big data, the number of features measured on a person or object can be large and might be larger than the number of observations. This book shows how the sparsity assumption allows us to tackle these problems and extract useful and reproducible patterns from big datasets. The authors cover the lasso for linear regression, generali

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Recent years have seen an explosion in the volume and variety of data collected in scientific disciplines from astronomy to genetics and industrial settings ranging from Amazon to Uber. This graduate text equips readers in statistics, machine learning, and related fields to understand, apply, and adapt modern methods suited to large-scale data.

Presents an assessment of the redevelopment and regeneration of Leeds. This book identifies the drivers for change in the renaissance of contemporary Leeds following its evolution from Georgian/Victorian times. It explores the depth and complexity of the public-private partnerships involved in the delivery structures and their achievements.

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This work considers the forces that shaped India's postwar position as a major power. It examines the growth of India's defence infrastructure from the eve of the Second World War in 1938 through the transfer of power and partition in 1947 to the creation of the Baghdad Pact in 1955.

Full colour guide to one of the most popular long-distance trails in the UK.

A charming guide to the history, traditions and typical features of the English village, from its origins in medieval times to the present day. Celebrates all aspects, from the village green to working lives, with b/w drawings throughout.

The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate statistical models. Graphical models have become a focus of research in many statistical, computational and mathematical fields, including bioinformatics, communication theory, statistical physics, combinatorial optimization, signal and image processing, information retri...

Abysmal weather, slag heaps, funny accents, the bleak uplands of a landscape carved out of millstone grit and townscape of abandoned mills and shipyards, the detritus of an industrial revolution past its sell-by date. That, anyway, is the myth, the foundation for the dismissive gibe that nothing north of Watford is worth a bag of chips. This and other myths are swiftly dispatched in "True North--"an incisive and wittily observant assessment of...