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博碩士論文 etd-0727110-023434 詳細資訊
Title page for etd-0727110-023434
論文名稱
Title
多因子風險模型建構與應用於增值指數基金之績效分析-以中國大陸市場為例
Multi-Factor Model and Enhanced Index Fund Performance Analysis in China
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
78
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2010-06-14
繳交日期
Date of Submission
2010-07-27
關鍵字
Keywords
投資組合管理、增值指數基金、多因子模型
portfolio management, multi-factor model, enhanced index fund
統計
Statistics
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中文摘要
最近幾年,中國和台灣之間的經濟交流變得越來越頻繁,未來的金融活動也會更加熱絡,因此我們需要更積極的去研究和參與中國的金融市場。
本研究首先參考美商BARRA的多因子模型建構流程,以此為基礎架設中國的多因子模型。然後應用中國多因子模型建立上證50增值指數基金。
本研究的第一個目標是找到能解釋股票超額報酬的顯著因子,建立中國大陸因子資料庫。第二個目標則是利用顯著因子預測股票報酬,並藉由本研究提出的直覺式權重配置模型呈現alpha效果。
結果發現共有八個顯著的風險因子,分別是盈餘品質、效率、成長、動能、規模、交易活動、價值和波動度。而增值指數基金的績效也優於標竿指數,資訊比率為0.86。周轉率則是213%,在可接受的範圍之內。
Abstract
In recent years, the economic exchanges between China and Taiwan have become more frequent, hence the Chinese financial market is the main target that we should research and participate in actively.
This study refers to Barra Multi-Factor Modeling process to construct a China Multi-Factor Model. We then apply MFM to establish a Shanghai Stock Exchange 50 enhanced index fund.
The first objective of this study is to discover significant factors which can explain excess return of securities. The second is to identify significant factors to forecast stock returns and show the alpha effect in an Enhanced Index Fund via a new weight allocating model developed by this study.
The result shows that the eight significant factors are Earning Quality, Efficiency, Growth, Momentum, Size, Trading Activity, Value, and Volatility. The performance of Enhanced Index Fund is better than that of the benchmark. Information ratio is 0.86, and turnover rate is 213%, which is acceptable.
目次 Table of Contents
Contents
I. INTRODUCTION 1
I.1 Background Information 1
I.1.1 Quantitative asset management 1
I.1.2 Quantitative investment in China 2
I.1.3 Enhanced index fund 3
I.2 Purpose of Research 4
I.3 Research framework 4
II. LITERATURE REVIEW 6
II.1 Modern Portfolio Theory 6
II.2 Multi-Factor Model 6
II.3 Enhanced index fund 8
II.4 Performance analysis of fund 9
III. METHODOLOGY 11
III.1 Multi-Factor Model construction 11
III.1.1Developing significant descriptor 13
III.1.2Forming composite risk factors 16
III.1.3 MFM-Return 18
III.1.4 MFM-Risk 21
III.2 Application of Multi-Factor Model—Enhanced Index Fund 24
III.2.1 Computation of benchmark index 24
III.2.2 Construction of Enhanced Index Fund 24
III.2.3 Calculation of turnover rate 27
III.2.4 Performance analysis—Information Ratio 28
IV. EMPIRICAL RESULTS 29
IV.1 Data 29
IV.2 Sample 29
IV.3 Empirical result-Multi-Factor-Model 31
IV.3.1 Result of significant descriptors selection 31
IV.3.2 The PCA results 31
IV.3.3 Result of testing composite factors 32
IV.3.4 Multicollinearity and Heteroscedasticity tests 33
IV.3.5 Model explanation 35
IV.3.6 Empirical result of MFM 35
IV.4 Empirical result-Enhanced Index Fund 41
IV.4.1 Result of significant factor selection 41
IV.4.2 Cumulative active return 41
IV.4.3 Sensitivity analysis 42
IV.4.4 Back-testing performance 43
V. CONCLUSION 45
REFERENCES 47
APPENDIX: Descriptor Definitions 50
參考文獻 References
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