Multiple Criteria Decision Making and General Regression for Determining Influential Factors on S&P 500 Index Futures

被引:4
|
作者
Hu, John Wei-Shan [1 ,2 ]
Hu, Yi-Chung [2 ]
Tsai, Amber Chia-Hua [3 ]
机构
[1] Chung Yuan Christian Univ, Dept Finance, Taoyuan 32023, Taiwan
[2] Chung Yuan Christian Univ, Dept Business Adm, Taoyuan 32023, Taiwan
[3] Walsin Lihwa Corp, New Taipei City 11047, Taiwan
来源
SYMMETRY-BASEL | 2018年 / 10卷 / 01期
关键词
DEMATEL; analytic network process; grey relational analysis; general regression; MCDM; S&P 500 index futures; US dollar index; GREY RELATIONAL ANALYSIS; PERFORMANCE; MODEL;
D O I
10.3390/sym10010005
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We employ the DEMATEL-based analytic network process (D-ANP) to evaluate the weight of various factors on S&P 500 index futures. The general regression method is employed to prove the result. We then employed grey relational analysis (GRA) to examine predictive power of determinants suggested by 13 experts for fluctuations in S&P 500 index futures. This study yields a number of empirical results. (1) The explanatory power of macroeconomic factors for S&P 500 index futures outperforms that of technical indicators, as found in most of previous research papers; (2) The D-ANP revealed that five core factors (US dollar index, ISM manufacturing purchasing managers' index (PMI), interest rate, volatility index, and unemployment rate) affect fluctuations in S&P 500 index futures, of which the US dollar index is the most important; (3) A casual diagram shows that the US dollar index and interest rate have mutual effects, and the US dollar index unilaterally affects ISM manufacturing PMI, unemployment rate, and the volatility index; (4) Granger causality test results confirmed some similar results obtained via the D-ANP that the US dollar index, interest rate, and the PMI have major impacts on the S&P 500 index futures; (5) The general regression results confirmed that four of five factors selected via the D-ANP (US dollar index, interest rate, volatility index, and unemployment rate) have strong explanatory power in forecasting the rate of return on S&P 500 index futures; (6) The GRA revealed that the explanatory power of various factors selected via the D-ANP was better for S&P 500 than for Dow Jones Industrial Average (DJIA) and Nasdaq 100 index futures; (7) The explanatory power is better for S&P 500 Industrial than for S&P 500 transportation, utility, and financial index futures.
引用
收藏
页数:25
相关论文
共 29 条
  • [1] Trading behavior in S&P 500 index futures
    Smales, Lee A.
    [J]. REVIEW OF FINANCIAL ECONOMICS, 2016, 28 : 46 - 55
  • [2] S&P 500 Index Value Forecasting Using Decision Fusion Regression Model
    Montenegro, Carlos
    Navarrete, Rosa
    [J]. 2023 10TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING & MACHINE INTELLIGENCE, ISCMI, 2023, : 22 - 26
  • [3] Intraday information from S&P 500 Index futures options
    Lim, Kian Guan
    Chen, Ying
    Yap, Nelson K. L.
    [J]. JOURNAL OF FINANCIAL MARKETS, 2019, 42 : 29 - 55
  • [4] Mispricing and trader positions in the S&P 500 index futures market
    Lai, Ya-Wen
    Lin, Chiou-Fa
    Tang, Mei-Ling
    [J]. NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE, 2017, 42 : 250 - 265
  • [5] An examination of stock index futures forecasting ability using the S&P 500 index futures and the value line index futures
    Pencek, T
    Hibschweiler, A
    [J]. DECISION SCIENCES INSTITUTE 1998 PROCEEDINGS, VOLS 1-3, 1998, : 151 - 153
  • [6] Investors' Heterogeneity in Beliefs, the VIX Futures Basis, and S&P 500 Index Futures Returns
    Lee, Hsiu-Chuan
    Liao, Tzu-Hsiang
    Tung, Pao-Ying
    [J]. JOURNAL OF FUTURES MARKETS, 2017, 37 (09) : 939 - 960
  • [7] Neural network application for S&P 500 stock index futures trading
    Choi, JH
    [J]. CRITICAL TECHNOLOGY: PROCEEDINGS OF THE THIRD WORLD CONGRESS ON EXPERT SYSTEMS, VOLS I AND II, 1996, : 116 - 122
  • [8] S&P 500 INDEX-FUTURES PRICE JUMPS AND MACROECONOMIC NEWS
    Miao, Hong
    Ramchander, Sanjay
    Zumwalt, J. Kenton
    [J]. JOURNAL OF FUTURES MARKETS, 2014, 34 (10) : 980 - 1001
  • [9] THE LIMITS TO STOCK INDEX ARBITRAGE: EXAMINING S&P 500 FUTURES AND SPDRS
    Richie, Nivine
    Daigler, Robert T.
    Gleason, Kimberly C.
    [J]. JOURNAL OF FUTURES MARKETS, 2008, 28 (12) : 1182 - 1205
  • [10] Market uncertainty, expected volatility and the mispricing of S&P 500 index futures
    Tu, Anthony H.
    Hsieh, Wen-Liang G.
    Wu, Wei-Shao
    [J]. JOURNAL OF EMPIRICAL FINANCE, 2016, 35 : 78 - 98