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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 lear...
Biology of Turbellaria and some Related Flatworms
Turbellaria, the mainly free-living flatworms, and some of their parasitic relatives, are among the simplest of the metazoa and, as such, provide ideal models for a wide range of fundamental studies. The 60 contributions to Biology of Turbellaria and some Related Flatworms cover taxonomy and phylogeny, biogeography and genetics, ecology and behaviour, Anatomy and ultrastructure, development and regeneration, genes and sequences, and neurophysiology. Biology of Turbellaria and some Related Flatworms is the most recent compilation in the series published in Hydrobiologia since 1981, covering research on these flatworms assembled by the world's leading authorities on the group. Audience: These papers present the advanced student and serious researcher with up to date information on an important, but often neglected group whose place in the animal kingdom demands greater attention.
Gary Gygax's Gygaxian Fantasy Worlds Volume 3
For the vigilant writer, driven publisher or game designer, Volume 3 of the Gygaxian Fantasy World series drives forward the gathering host of information brought to you by the Gygaxian Fantasy World series. From the encampments of common folk and wanderers to the teeming streets of walled towns, this work brings the fantastic world of magic to life. Game designers captain their own creations when they master knowledge of the high and low, the hamlets and towns, cities and castles and all that accompanies life in a world of our own imagining. More than that, Everyday Life breathes strength into the arms of your imaginings with pirates and palace life, eating and entertainment, villains and vagabonds, communications and commerce. Whatever is found in the daily life of a typical fantasy world is covered herein. Sound the note of world creation with Gary Gygax's Everyday Life.
Metric Learning
Similarity between objects plays an important role in both human cognitive processes and artificial systems for recognition and categorization. How to appropriately measure such similarities for a given task is crucial to the performance of many machine learning, pattern recognition and data mining methods. This book is devoted to metric learning, a set of techniques to automatically learn similarity and distance functions from data that has attracted a lot of interest in machine learning and related fields in the past ten years. In this book, we provide a thorough review of the metric learning literature that covers algorithms, theory and applications for both numerical and structured data....
Alexander Payne
Leo Biga has reported on the career of filmmaker Alexander Payne for 20 years. In this updated collection of essays, the author-journalist-blogger offers the only comprehensive look at Payne's career and creative process. Based in Payne's hometown of Omaha, Nebraska, Biga has been granted access to location shooting for Nebraska and Sideways, the latter filmed in California's wine country. Biga has also been given many exclusive interviews by Payne and his creative collaborators. His insightful analysis of Payne's films and personal journey has been praised by Payne for its "honesty, thoughtfulness, and accuracy." The two-time Oscar-winner calls Biga's articles, "the most complete and perceptive of any journalist's anywhere." Payne's films are celebrated for their blend of humor and honest look at human relationships. Members of Hollywood's A-List, including George Clooney (The Descendants), Jack Nicholson (About Schmidt), Reese Witherspoon (Election), Paul Giamatti (Sideways), Laura Dern (Citizen Ruth), and Bruce Dern (Nebraska), have starred in his films.
Program Synthesis
Program synthesis is the task of automatically finding a program in the underlying programming language that satisfies the user intent expressed in the form of some specification. Since the inception of artificial intelligence in the 1950s, this problem has been considered the holy grail of Computer Science. Despite inherent challenges in the problem such as ambiguity of user intent and a typically enormous search space of programs, the field of program synthesis has developed many different techniques that enable program synthesis in different real-life application domains. It is now used successfully in software engineering, biological discovery, compute-raided education, end-user programm...
Learning with Kernels
A comprehensive introduction to Support Vector Machines and related kernel methods. In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs—-kernels—for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics. Learning with Kernels provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.
Living Fantasy
This second volume in the Gygaxian Fantasy Worlds series marshals a veritable host of information for the game designer. Unburdened with flavor text this tome is a collection of militantly organized definitions, lists, tables and charts with an army of information from the mundane to the extraordinary. The World Builder covers outdoor settings, indoor living settings, merchandise with a completely illustrated armor and weapons section and everyday facts from the government structure to the tensile strength of rope.
The Unity of Hamito-Semitic and Sumerian Language Families
The aim of the present research is to conclusively demonstrate a genetic relationship between Sumerian and Hamito-Semitic language families. Sumerian is a language with a relatively few roots but very numerous compound and complex words. Hence, its basic lexical unit is the compound and complex words rather than the individual word. The findings of this research show clearly that both families have in common nearly all indispensible grammatical elements and roots as well as compound and complex words. This is, however, not all. The constituent elements forming Sumerian compound and complex words are also Hamito-Semitic. The research pays attention to Sumerian polysemes to check whether they ...
