Hedge Funds Quantitative Insights 1st Edition by François-Serge Lhabitant – Ebook PDF Instant Download/Delivery: 047085667X, 978-0470856673
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Product details:
ISBN 10: 047085667X
ISBN 13: 978-0470856673
Author: François-Serge Lhabitant
Hedge Funds Quantitative Insights 1st Table of contents:
1. Introduction to Hedge Funds
- What Are Hedge Funds?
- History of Hedge Funds
- Hedge Fund Strategies
- The Role of Hedge Funds in the Financial Market
- Key Metrics and Performance Measures
2. The Basics of Quantitative Finance
- Introduction to Quantitative Analysis
- Mathematical Foundations for Hedge Fund Strategies
- Statistical Models and Their Applications
- The Role of Data in Quantitative Finance
- Risk and Return in Quantitative Models
3. Hedge Fund Strategies and Quantitative Insights
- Long/Short Equity
- Global Macro Strategies
- Event-Driven Strategies
- Arbitrage Strategies
- Quantitative Market Neutral Strategies
- Statistical Arbitrage
- Machine Learning in Hedge Funds
4. Risk Management and Quantitative Techniques
- Risk Measurement and Management Frameworks
- Value-at-Risk (VaR)
- Stress Testing and Scenario Analysis
- Portfolio Optimization and Diversification
- Hedging Techniques and Instruments
- Model Risk and Limitations
5. Data Analysis and Algorithmic Trading
- Data Collection and Processing
- Time Series Analysis
- Algorithmic Trading Strategies
- Backtesting and Validation
- High-Frequency Trading
- Performance Metrics for Algorithmic Strategies
6. The Role of Leverage in Hedge Fund Strategies
- The Concept of Leverage
- Risk and Return with Leverage
- Leverage in Hedge Fund Models
- Managing Leverage Exposure
- The Impact of Leverage on Hedge Fund Performance
7. Statistical and Machine Learning Approaches
- Overview of Machine Learning Techniques
- Supervised and Unsupervised Learning in Finance
- Neural Networks and Deep Learning
- Predictive Models in Hedge Fund Strategies
- Applications of Machine Learning to Risk Management
8. The Impact of Market Microstructure on Hedge Fund Strategies
- Understanding Market Microstructure
- Order Flow and Liquidity
- Impact of Market Structure on Hedge Fund Performance
- Execution Costs and Optimal Trading Strategies
9. Evaluating Hedge Fund Performance
- Performance Metrics and Benchmarks
- Sharpe Ratio, Alpha, and Beta
- Drawdown and Maximal Loss
- The Role of Leverage in Performance Evaluation
- Portfolio Construction and Evaluation
10. Regulation and Compliance in Hedge Funds
- Overview of Hedge Fund Regulation
- The Role of the SEC and Other Regulatory Bodies
- Legal and Compliance Challenges for Hedge Funds
- Regulatory Risks and How Hedge Funds Adapt
11. Case Studies in Hedge Fund Quantitative Strategies
- Case Study 1: A Quantitative Long/Short Equity Strategy
- Case Study 2: Statistical Arbitrage in Action
- Case Study 3: Risk Management in a Volatile Market
- Case Study 4: Machine Learning and Market Prediction
12. The Future of Hedge Funds and Quantitative Strategies
- Trends in Hedge Fund Strategies
- The Rise of Artificial Intelligence and Automation
- The Evolving Regulatory Landscape
- The Impact of Global Events on Hedge Funds
- Hedge Fund Innovation and Future Directions
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