Автор: Mohri Mehryar, Rostamizadeh Afshin, Talwalkar Ameet Название: Foundations of Machine Learning, 2 ed. ISBN: 0262039400 ISBN-13(EAN): 9780262039406 Издательство: MIT Press Рейтинг: Цена: 84650.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание:
A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms.
This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several key aspects of the application of these algorithms. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics.
Foundations of Machine Learning is unique in its focus on the analysis and theory of algorithms. The first four chapters lay the theoretical foundation for what follows; subsequent chapters are mostly self-contained. Topics covered include the Probably Approximately Correct (PAC) learning framework; generalization bounds based on Rademacher complexity and VC-dimension; Support Vector Machines (SVM); kernel methods; boosting; on-line learning; multi-class classification; ranking; regression; algorithmic stability; dimensionality reduction; learning automata and languages; and reinforcement learning. Each chapter ends with a set of exercises. Appendixes aoffer dditional material including concise probability review.
This second edition offers three new chapters, on model selection, maximum entropy models, and conditional entropy models. New material in the appendixes includes a major section on Fenchel duality, expanded coverage of concentration inequalities, and an entirely new entry on information theory. More than half of the exercises are new to this edition.
Автор: Haas, Andrew Название: Unity and Aspect ISBN: 382606450X ISBN-13(EAN): 9783826064500 Издательство: Amazon Internet Рейтинг: Цена: 110000.00 T Наличие на складе: Невозможна поставка.
Автор: Ellian Afshin, Rijpkema Bastiaan Название: Militant Democracy - Political Science, Law and Philosophy ISBN: 3319970038 ISBN-13(EAN): 9783319970035 Издательство: Springer Рейтинг: Цена: 93160.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: This volume offers an up-to-date overview of the much-debated issue of how a democracy may defend itself against those who want to subvert it. The justifications, effectiveness and legal implications of militant democracy are discussed by addressing questions as: How can militant democracy measures such as party bans be justified? Why is it that some democracies ban antidemocratic parties? Does militant democracy succeed in combatting right-wing extremism? And is militant democracy evolving into an internationalized legal and political concept?
Bringing together experts and perspectives from political science, law and philosophy, this volume advances our understanding of the current threats to democracy, a political system once thought almost invincible. It is especially timely in the light of the rise of illiberal democracy in the EU, the increasingly authoritarian rule in Turkey, the steady shift to autocracy in Russia and the remarkable election of Trump in the US.
Автор: Kamran Scot Aghaie, Afshin Marashi Название: Rethinking Iranian Nationalism and Modernity ISBN: 1477307516 ISBN-13(EAN): 9781477307519 Издательство: Wiley EDC Рейтинг: Цена: 32020.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание:
While recent books have explored Arab and Turkish nationalism, the nuances of Iran have received scant book-length study—until now. Capturing the significant changes in approach that have shaped this specialization, Rethinking Iranian Nationalism and Modernity shares innovative research and charts new areas of analysis from an array of scholars in the field.
Delving into a wide range of theoretical and conceptual perspectives, the essays—all previously unpublished—encompass social history, literary theory, postcolonial studies, and comparative analysis to address such topics as:
Ethnicity in the Islamic Republic of Iran
Political Islam and religious nationalism
The evolution of U.S.-Iranian relations before and after the Cold War
Comparing Islamic and secular nationalism(s) in Egypt and Iran
The German counterrevolution and its influence on Iranian political alliances
The effects of Israel’s image as a Euro-American space
Sufism
Geocultural concepts in Azar’s Atashkadeh
Interdisciplinary in essence, the essays also draw from sociology, gender studies, and art and architecture. Posing compelling questions while challenging the conventional historiographical traditions, the authors (many of whom represent a new generation of Iranian studies scholars) give voice to a research approach that embraces the modern era’s complexity while emphasizing Iranian nationalism’s contested, multifaceted, and continuously transformative possibilities.
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