How Long to Read Machine Learning Algorithms

How Long Does it Take to Read Machine Learning Algorithms?

It takes the average reader 1 hour and 52 minutes to read Machine Learning Algorithms by Fuwei Li

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

Description

This book demonstrates the optimal adversarial attacks against several important signal processing algorithms. Through presenting the optimal attacks in wireless sensor networks, array signal processing, principal component analysis, etc, the authors reveal the robustness of the signal processing algorithms against adversarial attacks. Since data quality is crucial in signal processing, the adversary that can poison the data will be a significant threat to signal processing. Therefore, it is necessary and urgent to investigate the behavior of machine learning algorithms in signal processing under adversarial attacks. The authors in this book mainly examine the adversarial robustness of three commonly used machine learning algorithms in signal processing respectively: linear regression, LASSO-based feature selection, and principal component analysis (PCA). As to linear regression, the authors derive the optimal poisoning data sample and the optimal feature modifications, and also demonstrate the effectiveness of the attack against a wireless distributed learning system. The authors further extend the linear regression to LASSO-based feature selection and study the best strategy to mislead the learning system to select the wrong features. The authors find the optimal attack strategy by solving a bi-level optimization problem and also illustrate how this attack influences array signal processing and weather data analysis. In the end, the authors consider the adversarial robustness of the subspace learning problem. The authors examine the optimal modification strategy under the energy constraints to delude the PCA-based subspace learning algorithm. This book targets researchers working in machine learning, electronic information, and information theory as well as advanced-level students studying these subjects. R&D engineers who are working in machine learning, adversarial machine learning, robust machine learning, and technical consultants working on the security and robustness of machine learning are likely to purchase this book as a reference guide.

How long is Machine Learning Algorithms?

Machine Learning Algorithms by Fuwei Li is 109 pages long, and a total of 28,231 words.

This makes it 37% the length of the average book. It also has 35% more words than the average book.

How Long Does it Take to Read Machine Learning Algorithms Aloud?

The average oral reading speed is 183 words per minute. This means it takes 2 hours and 34 minutes to read Machine Learning Algorithms aloud.

What Reading Level is Machine Learning Algorithms?

Machine Learning Algorithms is suitable for students ages 10 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 Machine Learning Algorithms?

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