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A groundbreaking, authoritative introduction to how machine learning can be applied to asset pricing Investors in financial markets are faced with an abundance of potentially value-relevant information from a wide variety of different sources. In such data-rich, high-dimensional environments, techniques from the rapidly advancing field of machine learning (ML) are well-suited for solving prediction problems. Accordingly, ML methods are quickly becoming part of the toolkit in asset pricing research and quantitative investing. In this book, Stefan Nagel examines the promises and challenges of ML applications in asset pricing. Asset pricing problems are substantially different from the settings...
WINNER, Business: Personal Finance/Investing, 2015 USA Best Book Awards FINALIST, Business: Reference, 2015 USA Best Book Awards Investor Behavior provides readers with a comprehensive understanding and the latest research in the area of behavioral finance and investor decision making. Blending contributions from noted academics and experienced practitioners, this 30-chapter book will provide investment professionals with insights on how to understand and manage client behavior; a framework for interpreting financial market activity; and an in-depth understanding of this important new field of investment research. The book should also be of interest to academics, investors, and students. The...
Efficiently Inefficient describes the key trading strategies used by hedge funds and demystifies the secret world of active investing. Leading financial economist Lasse Heje Pedersen combines the latest research with real-world examples and interviews with top hedge fund managers to show how certain trading strategies make money - and why they sometimes don't. -- from back cover.
Introduction : the new economics of debt and financial fragility /Moritz Schularik --Part 1. Finance unbound : the rise of finance and the economy.How to think about finance /Atif Mian ; comment by Karen Dynan --Reconsidering the costs and benefits of debt booms for the economy /Emil Verner ; comment by Holger Mueller --Part 2. Risk-taking : incentives, investors, institutions.Are bank CEO's to blame? /Rüdiger Fahlenbrach ; comment by Sameul G. Hanson --A new narrative of investors, subprime lending, and the 2008 crisis /Stefania Albanesi ; comment by Fernando Ferreira --Bank capital before and after financial crises /Òscar Jordà, Björn Richter, Moritz Schularick, and Alan M. Taylor ; co...
The Big Gamble takes you on an armchair journey from the tulip fields of 17th century Holland and the South Seas to the gaming tables in Las Vegas. Discover how economic bubbles form, and learn about an "early warning system" you can use to either avoid the next one or wisely capitalize on it. In plain English, without jargon or blue-sky economic theory, discover: Why you're not really "playing it safe" when you invest conservatively, even in U.S. Treasury bills or mutual funds. Nine financial risks you need to watch out for when building a portfolio or allocating investments in your 401(k) plan. The twelve cardinal rules of speculating that are critical to successfully making your assets grow. Why you should think twice before sinking your life savings into economic icons like General Motors or Wal-Mart. Three surefire economic signals that will show you the "next big thing" and identify potential bubbles when they are beginning.
Cutting through the mass of technical literature on machine learning and AI and the plethora of fear-mongering books on the rise of killer robots, Secrets of Machine Learning offers a clear-sighted explanation for the informed reader of what this new technology is, what it does, how it works, and why it's so important.The surge in computer processing power along with the sheer quantities of training data available, means machine learning is now possible in ways wholly unthinkable just five years ago. Computers can recognize potential lung cancer better than doctors, detect fraud better than bankers, and create fake video almost impossible to tell from the real thing. And next, they are likel...
Use rule-based investment strategies to maintain trading and investment discipline, and protect yourself from fear, greed, pride, and other costly emotions! Since the mid-1990s, assets under management in rule-based or non-discretionary hedge funds have outgrown those in discretionary or qualitative funds. Recent research shows that rule-based funds have outperformed discretionary funds on a risk-adjusted basis over the past 30 years, and have especially outperformed during recent financial crises. This is the first comprehensive guide to designing and applying these sophisticated strategies. Combining academic rigor and practical applications, it explains what rule-based investment strategi...
Parents attempt to impart particular political values to their children, but the political worlds of families contain many more varied relationships and mechanisms. This book pulls back the curtain on those less-studied patterns to consider the multi-faceted ways in which various family dynamics systematically affect a person's political beliefs.
From the field's leading authority, the most authoritative and comprehensive advanced-level textbook on asset pricing In Financial Decisions and Markets, John Campbell, one of the field’s most respected authorities, provides a broad graduate-level overview of asset pricing. He introduces students to leading theories of portfolio choice, their implications for asset prices, and empirical patterns of risk and return in financial markets. Campbell emphasizes the interplay of theory and evidence, as theorists respond to empirical puzzles by developing models with new testable implications. The book shows how models make predictions not only about asset prices but also about investors’ financ...