林建甫的財務計量 1 Introduction

應用財務計量方法

(Applied Financial Econometrics Method)

林建甫

民國 88 年春

 

上課時間:星期二上午 9:00 12:00

談話時間: 星期二下午 1:00 4:00 或事先約定

辦公室: 經濟系 103 電話: 3519641 521

網頁: http://ccsun57.cc.ntu.edu.tw/~clin

電子郵件:clin@ccms.ntu.edu.tw

 

簡介︰這門課是將經濟計量的方法應用到財務金融的實證。探討的主要課題包括,Efficient Market Hypothesis, The Random Walk Hypotheses, Long-Horizon Returns, Relationship between Risk and Return (CAPM), Estimation of Risk Premia and Expected Returns, Arbitrage Theory, Index Model, Factor Model, Event Study, Volatility Tests, ARCH and GARCH Model, Brownian Motion, Ito Lemma, The Black-Scholes and Merton Approach, The Martingale Approach, Option Valuation, Variance Forecast and Simulated Option Market, Nonlinear Structure in Financial data Series, Models of Changing Volatility.

 

緣起︰這門課因為是開在經研所,其目的是提供經濟研究所同學一個進入財務金融領域的一個跳板。與財務金融研究所的財務計量不太一樣。因為經濟研究所同學已經學了很多個體、總體、計量抽象分析的技巧,大部分同學會很想多了解財務金融的內容。但往往苦於未正式修習財務金融的理論,因而覺得遺憾。但畢業以後,找工作或工作的內容又多會牽扯到財務金融。基於這樣的理念,我提供一個這樣的切入點︰將經濟計量應用到財務。在這門課,我並且會深入淺出的介紹財務金融理論,尤其著重與總體經濟的相關性,以提供經濟研究所同學必要的財務金融基本知識。

 

上課方式︰上課將大量使用筆記型電腦的液晶投影。內容有很多是以 Microsoft Powerpoint 方式呈現。使用的資料大多為國內外的股票市場資料。計量軟體為 Eviews Gauss

 

修課對象︰研究所同學。

 

評分標準:期末考 (40%), 作業(20%), 報告(30%), 其他表現 (10%)

 

教科書︰

Z. Bodie, A. Kane and A.J. Marcus, (1999), Investment, 4th ed. Irwin Inc.(新陸)

J. Campbell , A. Lo and MacKinlay, (1998), The Econometrics of Financial Markets, Princeton University press. (新月)

J. Johnston and J. DiNardo, (1997), Econometric Methods, 4th Ed. McGraw-Hill (雙葉)

三本書都為研究所程度,值得同學仔細研讀。

BKM是一本很好的財務金融教科書,內容廣泛,生動活潑。CLM是較深的財務計量教科書,可以提供同學進一步的探討。JD則為典型的計量教科書,提供同學任何計量問題良好的參考。

 

參考書︰

Keith Cuthbertson, (1996), Quantitative Financial Economics, John Wiley & Sons (華泰)

R.Jarrow and S. Turnbull, (1996), Derivative Securities, South-Western, (雙葉)

J. Hull, (1997),Option, Future, and other Derivatives, 3rd ed., Prentice Hall (雙葉)

S. R. Pliska, (1997), Introduction to Mathematical Finance, Blackwell (雙葉)

P. Kennedy, (1992), A Guide to Econometrics, The MIT Press (雙葉)

J. D. Hamilton, (1994), Time Series Analysis, Priceton University Press (雙葉)

S. Sundersan, (1997), Fixed-Income Markets and Their Derivatives, South-Western, (華泰)

 

補充教材︰ 上課投影片、Eviews 簡介、Gauss程式

 

暫定講授範圍︰

1. Introduction

Mathematics, Probability and Statistic, Finance Theory Background

Prices, Returns, and Compounding

Three Forms of Efficient Market Hypothesis

Market and Institution

Markets and Instruments

How Security Are Traded

Mutual Funds and Investment Companies

BKM Chapter 1,2,3,4 

CLM Chapter 1.

JD Appendix A.B.

 

2. The Predictability of Asset Returns

The Random Walk Hypotheses

Statistical Framework for Estimation and Testing

Size of Tests

Power of Tests

Unit Root Tests

Recent Empirical Evidence

Tests of Random Walk 1 : IID Increments

Tests of Random Walk 2 : Independent Increments

The Random Walk 3 : Uncorrected Increments

Long-Horizon Returns

Tests For Long-Range Dependence

BKM Chapter 12.

CLM Chapter 2.

JD Chapter 7.

On Nonlinear Structure of Stock returns, 1998, mimeo.

 

3. The Capital Asset Pricing Model

Review of the CAPM

Efficient Frontier

Market Equilibrium and as a Measure of Responsiveness

Relationship between Risk and Return (CAPM)

Implications for Corporate Finance

Results from Efficient-Set Mathematics

Nonnormal and Non-IID Returns

Implementation of Tests

Cross-Sectional Regressions

BKM Chapter 5,6,7,8,9.

CLM Chapter 5.

 

4. Multifactor Pricing Models

Theoretical Background

Estimation and Testing

Estimation of Risk Premia and Expected Returns

Selection of Factors

Empirical Results

Interpreting Deviations from Exact Factor Pricing

BKM Chapter 10.

CLM Chapter 6.

 

5. Arbitrage Pricing Theory

Arbitrage Theory

Index Model

Factor Model

Empirical result of APT Model

BKM Chapter 11.

CLM Chapter 6.

 

6. Event-Study Analysis

Outline of an Event Study

Models for Measuring Normal Performance

Measuring and Analyzing Abnormal Returns

Modifying the Null Hypothesis

Analysis of Power

Nonparametric Tests

Cross-Sectional Models

BKM Chapter 13.

CLM Chapter 4.

 

7. Present-Value Relations

The Relation between Prices, Dividends, and Returns

Present-Value Relations and US Stock Price Behavior

Long-Horizon Regressions

Volatility Tests

Vector Autogressive Methods

Tests of Present Value Models

Stock Market Volatility

Expectations Models of Term Structure

Tests of Speculative Bubbles

BKM Chapter 13.

CLM Chapter 7.

"股票價格之模型誤設與投機泡沫︰一般化Kalman filter的分析", 1998, 人文及社會科學集刊,即將出版。 

 

8. ARCH models in Financial Market

Volatility and Moments

ARCH and GARCH Model

Risk Premia and ARCH-m Model

Recent Development in ARCH Family

"ARCH族模型估計與檢定的問題", 1996, 經濟論文叢刊, 24(3):339-355.

"結構改變的GARCH模型", 1997, 經濟論文, 25:2, 201-225.

BKM Chapter 13.

JD Chapter 6.

 

9. Derivative Pricing Models

Brownian Motion

Ito Lemma

A Brief Review of Derivative Pricing Methods

The Black-Scholes and Merton Approach

The Martingale Approach

Implementing Parametric Option Pricing Models

Pricing Path-Dependent Derivatives Via Monte Carlo Simulation

Option Pricing Theory

Option Contracts

Put-call Parity Theorem

Option Valuation

Variance Forecast and Simulated Option Market

BKM Chapter 20,21,22.

CLM Chapter 2,9

"變異數測與選擇權模擬市場的分析", 1996, 經濟論文叢刊, 24(3):357-382.

 

10. Nonlinearities in Financial Data

Nonlinear Structure in Financial data

Models of Changing Volatility

Nonparametric Estimation

Artificial Neural Networks

Overfitting and Data-Snooping

CLM Chapter 12.

"Power of the Neural Network Linearity Test", 1993, Journal of Time Series Analysis, 02, 209-220.

 

暫定不講授範圍︰

11. Intertemporal Equilibrium Models

The Stochastic Discount Factor

Consumption-Based Asset Pricing with Power Utility

Market Frictions

More General Utility Functions

Consumption and Asset Prices: Intertemporal Capital Asset

Pricing Model

Lucas's Model of Asset Prices

Equity Premium Puzzles

GMM and its Applications to Estimation of Intertemporal Capital Asset Pricng Models

CLM Chapter 8.

JD Chapter 10.

 

12. Fixed-Income Securities

Basic Concepts

Interpreting the Term Structure of Interest Rates

The Expectations Hypothesis

Yield Spreads and Interest Rate Forecasts

BKM Chapter 13.

CLM Chapter 10.

 

13. Term-Structure Models

Affine-Yield Models

Fitting Term-Structure Models to the Data Models

Pricing Fixed-Income Derivative Securities

Fitting the Current Term Structure Exactly

Forwards and Futures

Option Pricing in a Term-Structure Model

BKM Chapter 14,15

CLM Chapter 11.

 

14. Market Microstructure

Nonsynchronous Trading

The Bide-Ask Spread

Modeling Transactions Data

Recent Empirical Findings

CLM Chapter 3.