Variational Bayesian learning is one of the most popular methods in machine learning. Designed for researchers and graduate students in machine learning, this book summarizes recent developments in the non-asymptotic and asymptotic theory of variational Bayesian learning and suggests how this theory can be applied in practice. The authors begin by developing a basic framework with a focus on conjugacy, which enables the reader to derive tractable algorithms. Next, it summarizes non-asymptotic theory, which, although limited in application to bilinear models, precisely describes the behavior of the variational Bayesian solution and reveals its sparsity inducing mechanism. Finally, the text summarizes asymptotic theory, which reveals phase transition phenomena depending on the prior setting, thus providing suggestions on how to set hyperparameters for particular purposes. Detailed derivations allow readers to follow along without prior knowledge of the mathematical techniques specific to Bayesian learning.
Spanning the 130-year period between the end of the Tokugawa Era and the end of the Cold War, this book introduces students to the formation, collapse, and rebirth of the modern Japanese state. It demonstrates how, faced with foreign threats, Japan developed a new governing structure to deal with these challenges and in turn gradually shaped its international environment. Had Japan been a self-sufficient power, like the United States, it is unlikely that external relations would have exercised such great control over the nation. And, if it were a smaller country, it may have been completely pressured from the outside and could not have influenced the global stage on its own. For better or worse therefore, this book argues, Japan was neither too large nor too small. Covering the major events, actors, and institutions of Japan’s modern history, the key themes discussed include: Building the Meiji state and Constitution. The establishment of Parliament. The First Sino-Japanese and Russo-Japanese Wars. Party Politics and International Cooperation. The Pacific War. Development of LDP politics. Changes in the international order and the end of the Cold War. This book, written by one of Japan's leading experts on Japan's political history, will be an essential resource for students of Japanese modern history and politics.
This book offers the representative macro-econometric models and their applications for the Japanese economy in different development stages throughout postwar years up to the present. It presents a summary of three types of macro-econometric models and analyses: ? Social accounting analyses of national income and related indices ? following the tradition of C Clark, S Kuznets, R Stone and World Bank Development Reports; ? Inter-industrial and inter-regional analyses of the Japanese economy a la W Leontief and the CGE (computable general equilibrium) type of applications to Comprehensive Development Plans; ? Macro-econometric model building for the Japanese economy and its applications with a survey of various models in Japan including the historic Osaka University ISER (Institute of Social and Economic Research) model and present day Government models. As many Asian economies are going through the stages of development that Japan has experienced for the past few decades, to them and other developing countries this book will be extremely relevant as a reference for years to come.
This textbook by the father of the Suzuki Method®, Dr. Shinichi Suzuki, contains several essays that deal with children's abilities, educational systems, memory and absorption, the power of habit, early education and the fostering of students' talents. A glimpse into the mind of a great man!
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