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Advances in Financial Machine Learning
Learn to understand and implement the latest machine learning innovations to improve your investment performance Machine learning (ML) is changing virtually every aspect of our lives. Today, ML algorithms accomplish tasks that – until recently – only expert humans could perform. And finance is ripe for disruptive innovations that will transform how the following generations understand money and invest. In the book, readers will learn how to: Structure big data in a way that is amenable to ML algorithms Conduct research with ML algorithms on big data Use supercomputing methods and back test their discoveries while avoiding false positives Advances in Financial Machine Learning addresses real life problems faced by practitioners every day, and explains scientifically sound solutions using math, supported by code and examples. Readers become active users who can test the proposed solutions in their individual setting. Written by a recognized expert and portfolio manager, this book will equip investment professionals with the groundbreaking tools needed to succeed in modern finance.
Machine Learning for Asset Managers
Successful investment strategies are specific implementations of general theories. An investment strategy that lacks a theoretical justification is likely to be false. Hence, an asset manager should concentrate her efforts on developing a theory rather than on backtesting potential trading rules. The purpose of this Element is to introduce machine learning (ML) tools that can help asset managers discover economic and financial theories. ML is not a black box, and it does not necessarily overfit. ML tools complement rather than replace the classical statistical methods. Some of ML's strengths include (1) a focus on out-of-sample predictability over variance adjudication; (2) the use of computational methods to avoid relying on (potentially unrealistic) assumptions; (3) the ability to "learn" complex specifications, including nonlinear, hierarchical, and noncontinuous interaction effects in a high-dimensional space; and (4) the ability to disentangle the variable search from the specification search, robust to multicollinearity and other substitution effects.
Asset Management: Tools And Issues
Long gone are the times when investors could make decisions based on intuition. Modern asset management draws on a wide-range of fields beyond financial theory: economics, financial accounting, econometrics/statistics, management science, operations research (optimization and Monte Carlo simulation), and more recently, data science (Big Data, machine learning, and artificial intelligence). The challenge in writing an institutional asset management book is that when tools from these different fields are applied in an investment strategy or an analytical framework for valuing securities, it is assumed that the reader is familiar with the fundamentals of these fields. Attempting to explain stra...
Revolution within the Revolution
Mexico's revolution of 1910 ushered in a revolutionary era: during the twentieth century, Mexican, Russian, Chinese, Cuban, Nicaraguan, and Iranian revolutions shaped local, regional, and world history. Because Mexico was at the time a rural and agrarian country, it is not surprising that historians have concentrated on the revolution in the countryside where the rural underclass fought for land. This book uncovers a previously unknown workers' revolution within the broader revolution. Working in Mexico's largest factory industry, cotton textile operatives fought their own fight, one that challenged and overthrew the old labor regime and changed the social relations of work. Their struggle created the most progressive labor regime in Latin America, including but not limited to the famous Article 123 of the 1917 Constitution. Revolution within the Revolution analyzes the rules of labor and explains how they became a pillar of the country's political system. Through the rest of the twentieth century, Mexico's land reform and revolutionary labor regime allowed it to avoid the revolution and repression experienced elsewhere in Latin America.
Human Rights in Labor and Employment Relations
Collection of papers on the proposition that workers' rights are human rights and how they relate to labour activism and advocacy in a market-driven global economy. Considers health and safety at the workplace, child labour, freedom of association, protection of migrant and forced labour, human rights from a corporate perspective, employment discrimination, etc., referring to the situation in the United States and other industrial countries, and elsewhere. Includes an ILO contribution, co-authored by Barbary Murray, entitled "Human rights of workers with disabilities".
Argentine, Mexican, and Guatemalan Photography
One of the important cultural responses to political and sociohistorical events in Latin America is a resurgence of urban photography, which typically blends high art and social documentary. But unlike other forms of cultural production in Latin America, photography has received relatively little sustained critical analysis. This pioneering book offers one of the first in-depth investigations of the complex and extensive history of gendered perspectives in Latin American photography through studies of works from Argentina, Mexico, and Guatemala. David William Foster examines the work of photographers ranging from the internationally acclaimed artists Graciela Iturbide, Pedro Meyer, and Marco...
On My Terms
At 16 years, Vicente Paterno traded to help support his family during World War II. A mechanical engineer, he acquired an MBA at the Harvard Business School an returned home to work in Philippine business. As VP-Treasurer of Manila Electric Co., he revalued company assets to replacement costs, making it the first billion-peso corporation in the country. He chaired the Board of Investments in 1969, crafting Philippine investment policy for that crucial decade. In 1975 the Department of Industry was created, and he was its first minister. Paterno took a lead role in shaping regional cooperation, negotiating the first Trade Treaty with the People’s Republic of China, and during the ASEAN Industrial Cooperation Council. He left government service in 1980, but returned as Senator in the Aquino Government in 1987. In 1992, he founded the Philippine Seven Corporation as a retirement project, and he still serves as Chairman of that leading retail company.
