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Quantitative Trading
Algorithms, Analytics, Data, Models, Optimization
Taschenbuch von Xin Guo (u. a.)
Sprache: Englisch

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Beschreibung
The first part of this book discusses institutions and mechanisms of algorithmic trading, market microstructure, high-frequency data and stylized facts, time and event aggregation, order book dynamics, trading strategies and algorithms, transaction costs, market impact and execution strategies, risk analysis, and management. The second part covers market impact models, network models, multi-asset trading, machine learning techniques, and nonlinear filtering. The third part discusses electronic market making, liquidity, systemic risk, recent developments and debates on the subject.
The first part of this book discusses institutions and mechanisms of algorithmic trading, market microstructure, high-frequency data and stylized facts, time and event aggregation, order book dynamics, trading strategies and algorithms, transaction costs, market impact and execution strategies, risk analysis, and management. The second part covers market impact models, network models, multi-asset trading, machine learning techniques, and nonlinear filtering. The third part discusses electronic market making, liquidity, systemic risk, recent developments and debates on the subject.
Inhaltsverzeichnis

Introduction



Evolution of trading infrastructure



Quantitative strategies and time-scales



Statistical arbitrage and debates about EMH



Quantitative funds, mutual funds, hedge funds



Data, analytics, models, optimization, algorithms



Interdisciplinary nature of the subject and how the book can be used



Supplements and problems



Statistical Models and Methods for Quantitative Trading



Stylized facts on stock price data



Time series of low-frequency returns



Discrete price changes in high-frequency data



Brownian motion at the Paris Exchange and random walk down Wall Street



MPT as a walking shoe" down Wall Street



Statistical underpinnings of MPT



Multifactor pricing models



Bayes, shrinkage, and Black-Litterman estimators



Bootstrapping and the resampled frontier



A new approach incorporating parameter uncertainty



Solution of the optimization problem



Computation of the optimal weight vector



Bootstrap estimate of performance and NPEB



From random walks to martingales that match stylized facts



From Gaussian to Paretian random walks



Random walks with optional sampling times



From random walks to ARIMA, GARCH



Neo-MPT involving martingale regression models



Incorporating time series e_ects in NPEB



Optimizing information ratios along e_cient frontier



An empirical study of neo-MPT



Statistical arbitrage and strategies beyond EMH



Technical rules and the statistical background



Time series, momentum, and pairs trading strategies



Contrarian strategies, behavioral _nance, and investors' cognitive biases



From value investing to global macro strategies



In-sample and out-of-sample evaluation



Supplements and problems



Active Por

Details
Medium: Taschenbuch
ISBN-13: 9780367871819
ISBN-10: 0367871815
Sprache: Englisch
Autor: Guo, Xin
Lai, Tze Leung
Shek, Howard
Wong, Samuel Po-Shing
Hersteller: Taylor & Francis
Chapman and Hall/CRC
Verantwortliche Person für die EU: preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de
Maße: 20 x 156 x 234 mm
Von/Mit: Xin Guo (u. a.)
Gewicht: 0,7 kg
Artikel-ID: 131008087
Inhaltsverzeichnis

Introduction



Evolution of trading infrastructure



Quantitative strategies and time-scales



Statistical arbitrage and debates about EMH



Quantitative funds, mutual funds, hedge funds



Data, analytics, models, optimization, algorithms



Interdisciplinary nature of the subject and how the book can be used



Supplements and problems



Statistical Models and Methods for Quantitative Trading



Stylized facts on stock price data



Time series of low-frequency returns



Discrete price changes in high-frequency data



Brownian motion at the Paris Exchange and random walk down Wall Street



MPT as a walking shoe" down Wall Street



Statistical underpinnings of MPT



Multifactor pricing models



Bayes, shrinkage, and Black-Litterman estimators



Bootstrapping and the resampled frontier



A new approach incorporating parameter uncertainty



Solution of the optimization problem



Computation of the optimal weight vector



Bootstrap estimate of performance and NPEB



From random walks to martingales that match stylized facts



From Gaussian to Paretian random walks



Random walks with optional sampling times



From random walks to ARIMA, GARCH



Neo-MPT involving martingale regression models



Incorporating time series e_ects in NPEB



Optimizing information ratios along e_cient frontier



An empirical study of neo-MPT



Statistical arbitrage and strategies beyond EMH



Technical rules and the statistical background



Time series, momentum, and pairs trading strategies



Contrarian strategies, behavioral _nance, and investors' cognitive biases



From value investing to global macro strategies



In-sample and out-of-sample evaluation



Supplements and problems



Active Por

Details
Medium: Taschenbuch
ISBN-13: 9780367871819
ISBN-10: 0367871815
Sprache: Englisch
Autor: Guo, Xin
Lai, Tze Leung
Shek, Howard
Wong, Samuel Po-Shing
Hersteller: Taylor & Francis
Chapman and Hall/CRC
Verantwortliche Person für die EU: preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de
Maße: 20 x 156 x 234 mm
Von/Mit: Xin Guo (u. a.)
Gewicht: 0,7 kg
Artikel-ID: 131008087
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