How Long to Read Statistical Learning with Sparsity

How Long Does it Take to Read Statistical Learning with Sparsity?

It takes the average reader 6 hours and 17 minutes to read Statistical Learning with Sparsity by Trevor Hastie

Assuming a reading speed of 250 words per minute. Learn more

Description

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to estimate and interpret than a dense model. Statistical Learning with Sparsity: The Lasso and Generalizations presents methods that exploit sparsity to help recover the underlying signal in a set of data. Top experts in this rapidly evolving field, the authors describe the lasso for linear regression and a simple coordinate descent algorithm for its computation. They discuss the application of l1 penalties to generalized linear models and support vector machines, cover generalized penalties such as the elastic net and group lasso, and review numerical methods for optimization. They also present statistical inference methods for fitted (lasso) models, including the bootstrap, Bayesian methods, and recently developed approaches. In addition, the book examines matrix decomposition, sparse multivariate analysis, graphical models, and compressed sensing. It concludes with a survey of theoretical results for the lasso. 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. Data analysts, computer scientists, and theorists will appreciate this thorough and up-to-date treatment of sparse statistical modeling.

How long is Statistical Learning with Sparsity?

Statistical Learning with Sparsity by Trevor Hastie is 367 pages long, and a total of 94,319 words.

This makes it 124% the length of the average book. It also has 115% more words than the average book.

How Long Does it Take to Read Statistical Learning with Sparsity Aloud?

The average oral reading speed is 183 words per minute. This means it takes 8 hours and 35 minutes to read Statistical Learning with Sparsity aloud.

What Reading Level is Statistical Learning with Sparsity?

Statistical Learning with Sparsity is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Statistical Learning with Sparsity?

Statistical Learning with Sparsity by Trevor Hastie is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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