How Long to Read Error Estimation for Pattern Recognition

By Ulisses M. Braga Neto

How Long Does it Take to Read Error Estimation for Pattern Recognition?

It takes the average reader 5 hours and 44 minutes to read Error Estimation for Pattern Recognition by Ulisses M. Braga Neto

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

Description

This book is the first of its kind to discuss error estimation with a model-based approach. From the basics of classifiers and error estimators to distributional and Bayesian theory, it covers important topics and essential issues pertaining to the scientific validity of pattern classification. Error Estimation for Pattern Recognition focuses on error estimation, which is a broad and poorly understood topic that reaches all research areas using pattern classification. It includes model-based approaches and discussions of newer error estimators such as bolstered and Bayesian estimators. This book was motivated by the application of pattern recognition to high-throughput data with limited replicates, which is a basic problem now appearing in many areas. The first two chapters cover basic issues in classification error estimation, such as definitions, test-set error estimation, and training-set error estimation. The remaining chapters in this book cover results on the performance and representation of training-set error estimators for various pattern classifiers. Additional features of the book include: • The latest results on the accuracy of error estimation • Performance analysis of re-substitution, cross-validation, and bootstrap error estimators using analytical and simulation approaches • Highly interactive computer-based exercises and end-of-chapter problems This is the first book exclusively about error estimation for pattern recognition. Ulisses M. Braga Neto is an Associate Professor in the Department of Electrical and Computer Engineering at Texas A&M University, USA. He received his PhD in Electrical and Computer Engineering from The Johns Hopkins University. Dr. Braga Neto received an NSF CAREER Award for his work on error estimation for pattern recognition with applications in genomic signal processing. He is an IEEE Senior Member. Edward R. Dougherty is a Distinguished Professor, Robert F. Kennedy ’26 Chair, and Scientific Director at the Center for Bioinformatics and Genomic Systems Engineering at Texas A&M University, USA. He is a fellow of both the IEEE and SPIE, and he has received the SPIE Presidents Award. Dr. Dougherty has authored several books including Epistemology of the Cell: A Systems Perspective on Biological Knowledge and Random Processes for Image and Signal Processing (Wiley-IEEE Press).

How long is Error Estimation for Pattern Recognition?

Error Estimation for Pattern Recognition by Ulisses M. Braga Neto is 336 pages long, and a total of 86,016 words.

This makes it 113% the length of the average book. It also has 105% more words than the average book.

How Long Does it Take to Read Error Estimation for Pattern Recognition Aloud?

The average oral reading speed is 183 words per minute. This means it takes 7 hours and 50 minutes to read Error Estimation for Pattern Recognition aloud.

What Reading Level is Error Estimation for Pattern Recognition?

Error Estimation for Pattern Recognition 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 Error Estimation for Pattern Recognition?

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