Bai Junjun Bai Sasa Li Wenli Bai Lingyun Characters In The Novel

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Federated Learning

This book provides a comprehensive and self-contained introduction to federated learning, ranging from the basic knowledge and theories to various key applications. Privacy and incentive issues are the focus of this book. It is timely as federated learning is becoming popular after the release of the General Data Protection Regulation (GDPR). Since federated learning aims to enable a machine model to be collaboratively trained without each party exposing private data to others. This setting adheres to regulatory requirements of data privacy protection such as GDPR. This book contains three main parts. Firstly, it introduces different privacy-preserving methods for protecting a federated learning model against different types of attacks such as data leakage and/or data poisoning. Secondly, the book presents incentive mechanisms which aim to encourage individuals to participate in the federated learning ecosystems. Last but not least, this book also describes how federated learning can be applied in industry and business to address data silo and privacy-preserving problems. The book is intended for readers from both the academia and the industry, who would like to learn about federated learning, practice its implementation, and apply it in their own business. Readers are expected to have some basic understanding of linear algebra, calculus, and neural network. Additionally, domain knowledge in FinTech and marketing would be helpful.”
Malware Detection

Author: Mihai Christodorescu
language: en
Publisher: Springer Science & Business Media
Release Date: 2007-03-06
This book captures the state of the art research in the area of malicious code detection, prevention and mitigation. It contains cutting-edge behavior-based techniques to analyze and detect obfuscated malware. The book analyzes current trends in malware activity online, including botnets and malicious code for profit, and it proposes effective models for detection and prevention of attacks using. Furthermore, the book introduces novel techniques for creating services that protect their own integrity and safety, plus the data they manage.
The Alkaloids

The Alkaloids: Chemistry and Physiology, Volume IV contains an account of the chemistry and biosynthesis of the various classes of isoquinolines. This book discusses the extraction and separation of the anhalonium alkaloids, other natural simple isoquinolines, and anhalonium isoquinolines. The location of the alkaloids in tissues of the cacti, monophenolic bases of the laudanosine type, and extraction of cactus alkaloids are elaborated in detail. This text also describes the several types of alkaloids such as protoberberine, aporphine, protopine, phthalideisoquinoline, and bisbenzylisoquinoline. The cularine, a-naphthaphenanthridine, erythrophleum, aconitum, and delphinium alkaloids are likewise included. This publication is recommended for chemists, specialists, and students interested in isoquinolines.