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Research on financial risk management and its spillover mechanisms using a data science approach

Research Project

Project/Area Number 17H00983
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Economic statistics
Research InstitutionKobe University

Principal Investigator

Hamori Shigeyuki  神戸大学, 経済学研究科, 教授 (60189628)

Co-Investigator(Kenkyū-buntansha) 有木 康雄  神戸大学, 都市安全研究センター, 名誉教授 (10135519)
金京 拓司  神戸大学, 経済学研究科, 教授 (50527637)
滝口 哲也  神戸大学, 都市安全研究センター, 教授 (40397815)
辻 隆司  愛知大学, 経済学部, 教授 (00626905)
田中 克幸  神戸大学, 経済学研究科, 経済学研究科研究員 (80448167)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥42,250,000 (Direct Cost: ¥32,500,000、Indirect Cost: ¥9,750,000)
Fiscal Year 2020: ¥11,570,000 (Direct Cost: ¥8,900,000、Indirect Cost: ¥2,670,000)
Fiscal Year 2019: ¥11,570,000 (Direct Cost: ¥8,900,000、Indirect Cost: ¥2,670,000)
Fiscal Year 2018: ¥10,790,000 (Direct Cost: ¥8,300,000、Indirect Cost: ¥2,490,000)
Fiscal Year 2017: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Keywords金融リスク / リスク管理 / 波及メカニズム / データサイエンス / システミックリスク / 金融リスク管理 / 機械学習 / コピュラ / ウエーブレット / システミック・リスク / 計量ファイナンス
Outline of Final Research Achievements

As a result of the research project, 66 papers were published, of which 65 (98.5%) were published in international peer-reviewed journals and 54 (81.8%) were international collaborative papers. The research results were also published in six books by overseas academic publishers such as Springer and World Scientific. In addition, four special issues related to this research project were edited and published by international academic journals. Through these activities, we have succeeded in building a broad network with overseas researchers. In addition, the project actively promoted joint research with young researchers, including graduate students, and contributed to the development of young researchers.

Academic Significance and Societal Importance of the Research Achievements

本研究は、伝統的な経済分析に情報工学の知見を積極的に取り入れることを通じて、金融リスクの管理とその波及メカニズムに関する学術的知見を創出することを目的としたプロジェクトである。その研究成果は66篇の海外の学術専門掲載論文と6冊の英文研究書としてまとめられており、海外への研究成果の積極的な情報発信という観点からもその学術的な意義は大きい。本研究は、文理融合的なアプローチで新たな学術的知見を創出することに加え、金融実務・行政の現場における問題解決に資する社会実装の可能性を持ち、その社会的な意義も大きい。

Report

(5 results)
  • 2021 Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (107 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (11 results) Journal Article (64 results) (of which Int'l Joint Research: 50 results,  Peer Reviewed: 61 results,  Open Access: 35 results) Presentation (20 results) (of which Int'l Joint Research: 20 results,  Invited: 2 results) Book (6 results) Funded Workshop (6 results)

  • [Int'l Joint Research] Centre College(米国)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Xiamen University/Shanghai Business School(中国)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Singapore University of Social Sciences(シンガポール)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] European University of Cyprus(キプロス)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Shanghai Business School/Renmin University of China/Zhongnan University of Economics and Law(中国)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] nanyang Technological University/Singapore University of Social Sciences(シンガポール)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Renmin University of China(中国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Zhongnan University of Economics and Law(中国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Zhongnan University of Economics and Law(China)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Renmin University of China(China)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Singapore University of Social Sciences(Singapore)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] he connectedness between the sentiment index and stock return volatility under COVID-19: a time-varying parameter vector autoregression approach2022

    • Author(s)
      Wenting Zhang and Shigeyuki Hamori
    • Journal Title

      Singapore Economic Review

      Volume: 近刊

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Continuous wavelet analysis of Chinese renminbi: Co-movement and lead-lag relationship between onshore and offshore exchange rates2021

    • Author(s)
      Xu Lei.、Hamori Shigeyuki、Kinkyo Takuji
    • Journal Title

      The North American Journal of Economics and Finance

      Volume: 56 Pages: 101360-101360

    • DOI

      10.1016/j.najef.2021.101360

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Systemic risk and economic policy uncertainty: International evidence from the crude oil market2021

    • Author(s)
      Yang Lu、Hamori Shigeyuki
    • Journal Title

      Economic Analysis and Policy

      Volume: 69 Pages: 142-158

    • DOI

      10.1016/j.eap.2020.12.001

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Crude oil market and stock markets during the COVID-19 pandemic: Evidence from the US, Japan, and Germany2021

    • Author(s)
      Zhang Wenting、Hamori Shigeyuki
    • Journal Title

      International Review of Financial Analysis

      Volume: 74, #101702 Pages: 101702-101702

    • DOI

      10.1016/j.irfa.2021.101702

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] ESG Disclosures and Stock Price Crash Risk2021

    • Author(s)
      Murata Rio、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 14, #70 Issue: 2 Pages: 70-70

    • DOI

      10.3390/jrfm14020070

    • NAID

      120006996933

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] On the Predictability of China Macro Indicator with Carbon Emissions Trading2021

    • Author(s)
      Chen Qian、Gao Xiang、Xie Shan、Sun Li、Tian Shuairu、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 14, #1271 Issue: 5 Pages: 1271-1271

    • DOI

      10.3390/en14051271

    • NAID

      120007006643

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] New Dataset for Forecasting Realized Volatility: Is the Tokyo Stock Exchange Co-Location Dataset Helpful for Expansion of the Heterogeneous Autoregressive Model in the Japanese Stock Market?2021

    • Author(s)
      Higashide Takuo、Tanaka Katsuyuki、Kinkyo Takuji、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 14, #215 Issue: 5 Pages: 215-215

    • DOI

      10.3390/jrfm14050215

    • NAID

      120007097084

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Does Investor Sentiment Affect Clean Energy Stock? Evidence from TVP-VAR-Based Connectedness Approach2021

    • Author(s)
      Liu Tiantian、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 14, #3442 Issue: 12 Pages: 3442-3442

    • DOI

      10.3390/en14123442

    • NAID

      120007099009

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Is volatility spillover enough for investor decisions? A new viewpoint from higher moments2021

    • Author(s)
      He Xie、Hamori Shigeyuki
    • Journal Title

      Journal of International Money and Finance

      Volume: 116, #102412 Pages: 102412-102412

    • DOI

      10.1016/j.jimonfin.2021.102412

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The impact of economic uncertainty caused by COVID-19 on renewable energy stocks2021

    • Author(s)
      Liu Tiantian、Nakajima Tadahiro、Hamori Shigeyuki
    • Journal Title

      Empirical Economics

      Volume: 62 Issue: 4 Pages: 1495-1515

    • DOI

      10.1007/s00181-021-02087-3

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Not all bank systemic risks are alike: Deposit insurance and bank risk revisited2021

    • Author(s)
      Chen Wang、Zhang Zhiwen、Hamori Shigeyuki、Kinkyo Takuji
    • Journal Title

      International Review of Financial Analysis

      Volume: 77 Pages: 101855-101855

    • DOI

      10.1016/j.irfa.2021.101855

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The role of the carbon market in relation to the cryptocurrency market: Only diversification or more?2021

    • Author(s)
      Yang Lu、Hamori Shigeyuki
    • Journal Title

      International Review of Financial Analysis

      Volume: 77, #101864 Pages: 101864-101864

    • DOI

      10.1016/j.irfa.2021.101864

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Do news sentiment and the economic uncertainty caused by public health events impact macroeconomic indicators? Evidence from a TVP-VAR decomposition approach2021

    • Author(s)
      Zhang Yulian、Hamori Shigeyuki
    • Journal Title

      The Quarterly Review of Economics and Finance

      Volume: 82 Pages: 145-162

    • DOI

      10.1016/j.qref.2021.08.003

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Do crude oil prices and the sentiment index influence foreign exchange rates differently in oil-importing and oil-exporting countries? A dynamic connectedness analysis2021

    • Author(s)
      Shang Jin、Hamori Shigeyuki
    • Journal Title

      Resources Policy

      Volume: 74, #102400 Pages: 102400-102400

    • DOI

      10.1016/j.resourpol.2021.102400

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Forecasting WTI Futures Prices Using Recurrent Neural Networks2021

    • Author(s)
      Kohei Matsuoka and Shigeyuki Hamori
    • Journal Title

      Review of Integrative Business & Economics Research

      Volume: 10 Pages: 34-50

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Influence of Fluctuations in Fossil Fuel Commodities on Electricity Markets: Evidence from Spot and Futures Markets in Europe2020

    • Author(s)
      Liu Tiantian、He Xie、Nakajima Tadahiro、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13, #1900 Issue: 8 Pages: 1900-1900

    • DOI

      10.3390/en13081900

    • NAID

      120006873057

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Do Machine Learning Techniques and Dynamic Methods Help Forecast US Natural Gas Crises?2020

    • Author(s)
      Zhang Wenting、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13, #2371 Issue: 9 Pages: 2371-2371

    • DOI

      10.3390/en13092371

    • NAID

      120006863548

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Forecasting Crude Oil Market Crashes Using Machine Learning Technologies2020

    • Author(s)
      Zhang Yulian、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13, #2440 Issue: 10 Pages: 2440-2440

    • DOI

      10.3390/en13102440

    • NAID

      120006864540

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Diversification and Desynchronicity: An Organizational Portfolio Perspective on Corporate Risk Reduction2020

    • Author(s)
      Shao Xue-Feng、Gouliamos Kostas、Luo Ben Nan-Feng、Hamori Shigeyuki、Satchell Stephen、Yue Xiao-Guang、Qiu Jane
    • Journal Title

      Risks

      Volume: 8, #51 Issue: 2 Pages: 51-51

    • DOI

      10.3390/risks8020051

    • NAID

      120006877479

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] The Response of US Macroeconomic Aggregates to Price Shocks in Crude Oil vs. Natural Gas2020

    • Author(s)
      Shang Jin、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13, #2603 Issue: 10 Pages: 2603-2603

    • DOI

      10.3390/en13102603

    • NAID

      120006864539

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Spillovers to Renewable Energy Stocks in the US and Europe: Are They Different?2020

    • Author(s)
      Liu Tiantian、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13, #3162 Issue: 12 Pages: 3162-3162

    • DOI

      10.3390/en13123162

    • NAID

      120006876702

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Dependence structures and risk spillover in China’s credit bond market: A copula and CoVaR approach2020

    • Author(s)
      Yang Lu、Yang Lei、Ho Kung-Cheng、Hamori Shigeyuki
    • Journal Title

      Journal of Asian Economics

      Volume: 68, #101200 Pages: 101200-101200

    • DOI

      10.1016/j.asieco.2020.101200

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Forecasts of Value-at-Risk and Expected Shortfall in the Crude Oil Market: A Wavelet-Based Semiparametric Approach2020

    • Author(s)
      Yang Lu、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13, #3700 Issue: 14 Pages: 3700-3700

    • DOI

      10.3390/en13143700

    • NAID

      120006879539

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] CAN BRICS’S CURRENCY BE A HEDGE OR A SAFE HAVEN FOR ENERGY PORTFOLIO? AN EVIDENCE FROM VINE COPULA APPROACH2020

    • Author(s)
      HE YIJIN、NAKAJIMA TADAHIRO、HAMORI SHIGEYUKI
    • Journal Title

      The Singapore Economic Review

      Volume: 65 Issue: 04 Pages: 805-836

    • DOI

      10.1142/s0217590820500174

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Moving average threshold heterogeneous autoregressive (MAT‐HAR) models2020

    • Author(s)
      Motegi, K., Cai, X., Hamori, S., Xu, H.
    • Journal Title

      Journal of Forecasting

      Volume: 1 Issue: 7 Pages: 1-8

    • DOI

      10.1002/for.2671

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Spillover effects between energies, gold, and stock: the United States versus China2020

    • Author(s)
      He Xie、Takiguchi Tetsuya、Nakajima Tadahiro、Hamori Shigeyuki
    • Journal Title

      Energy & Environment

      Volume: 31 Issue: 8 Pages: 1416-1447

    • DOI

      10.1177/0958305x20907081

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Copula-based regression models with data missing at random2020

    • Author(s)
      Shigeyuki Hamori, Kaiji Motegi, and Zheng Zhang
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 180 Pages: 104654-104654

    • DOI

      10.1016/j.jmva.2020.104654

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The Influence of Quality and Variety of New Imports on Enterprise Innovation: Evidence from China2020

    • Author(s)
      Chen Guifu、Zhan Shan、Hamori Shigeyuki
    • Journal Title

      Sustainability

      Volume: 12, #9537 Issue: 22 Pages: 9537-9537

    • DOI

      10.3390/su12229537

    • NAID

      120006940233

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Oil, Gas, or Financial Conditions-Which One Has a Stronger Link with Growth?2020

    • Author(s)
      Zhang Yulian、He Xie、Nakajima Tadahiro、Hamori Shigeyuki
    • Journal Title

      The North American Journal of Economics and Finance

      Volume: 54, #101220 Pages: 101220-101220

    • DOI

      10.1016/j.najef.2020.101220

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Environmental Policy and Sustainable Growth in Japan2020

    • Author(s)
      Tamakoshi Go、Hamori Shigeyuki
    • Journal Title

      Euston Quah and Renate Shubert ed., Sustainability and environmental Decision Making

      Volume: - Pages: 1-10

    • DOI

      10.1007/978-981-15-6093-4_3-1

    • ISBN
      9789811560934
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-Horizon Dependence between Crude Oil and East Asian Stock Markets and Implications in Risk Management2020

    • Author(s)
      Cai,X., Hamori, S., Yang, L., Tian, S.
    • Journal Title

      Energies

      Volume: 13 Issue: 2 Pages: 294-318

    • DOI

      10.3390/en13020294

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] How Does the Spillover among Natural Gas, Crude Oil, and Electricity Utility Stocks Change over Time? Evidence from North America and Europe2020

    • Author(s)
      Zhang Wenting、He Xie、Nakajima Tadahiro、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13(3) Issue: 3 Pages: 1-26

    • DOI

      10.3390/en13030727

    • NAID

      120006841461

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Does Ensemble Learning Always Lead to Better Forecasts?2020

    • Author(s)
      Hamori Hitoshi、Hamori Shigeyuki
    • Journal Title

      Applied Economics and Finance

      Volume: 7(2) Issue: 2 Pages: 51-56

    • DOI

      10.11114/aef.v7i2.4716

    • NAID

      120007002617

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Predictability of the Exchange Rate When Combining Machine Learning and Fundamental Models2020

    • Author(s)
      Zhang Yuchen、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 13(3) Issue: 3 Pages: 1-16

    • DOI

      10.3390/jrfm13030048

    • NAID

      120006826808

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Can One Reinforce Investments in Renewable Energy Stock Indices with the ESG Index?2020

    • Author(s)
      Liu Guizhou、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 13 Issue: 5 Pages: 1179-1179

    • DOI

      10.3390/en13051179

    • NAID

      120006841708

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Application of Network Analysis to Cryptocurrency in the Global Financial Market2020

    • Author(s)
      Terada, I. and Hamori, S.
    • Journal Title

      Review of Integrative Business & Economics Research

      Volume: 9 Pages: 19-35

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Complexity of financial stress spillovers: Asymmetry and interaction effects of institutional quality and foreign bank ownership2019

    • Author(s)
      Chen Wang、Hamori Shigeyuki、Kinkyo Takuji
    • Journal Title

      The North American Journal of Economics and Finance

      Volume: 48 Pages: 567-581

    • DOI

      10.1016/j.najef.2018.07.015

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Calibration estimation of semiparametric copula models with data missing at random2019

    • Author(s)
      Hamori Shigeyuki、Motegi Kaiji、Zhang Zheng
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 173 Pages: 85-109

    • DOI

      10.1016/j.jmva.2019.02.003

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] ANALYZING INDUSTRY‐LEVEL VULNERABILITY BY PREDICTING FINANCIAL BANKRUPTCY2019

    • Author(s)
      Tanaka Katsuyuki、Higashide Takuo、Kinkyo Takuji、Hamori Shigeyuki
    • Journal Title

      Economic Inquiry

      Volume: 57 Issue: 4 Pages: 2017-2034

    • DOI

      10.1111/ecin.12817

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Conditional Dependence between Oil Prices and Exchange Rates in BRICS Countries: An Application of the Copula-GARCH Model2019

    • Author(s)
      He Yijin、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 12(2) Issue: 2 Pages: 1-25

    • DOI

      10.3390/jrfm12020099

    • NAID

      120006775981

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Connectedness Between Natural Gas Price and BRICS Exchange Rates: Evidence from Time and Frequency Domains2019

    • Author(s)
      He Yijin、Nakajima Tadahiro、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 12(20) Issue: 20 Pages: 1-28

    • DOI

      10.3390/en12203970

    • NAID

      120006996921

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Determinants of the Long-Term Correlation between Crude Oil and Stock Markets2019

    • Author(s)
      Yang Lu、Yang Lei、Ho Kung-Cheng、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 12(21) Issue: 21 Pages: 1-15

    • DOI

      10.3390/en12214123

    • NAID

      120006811088

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Dynamic effects of financial spillovers on bank lending: evidence from local projection-based impulse response analysis2019

    • Author(s)
      Chen Wang、Hamori Shigeyuki、Kinkyo Takuji
    • Journal Title

      Applied Economics Letters

      Volume: 27 Issue: 5 Pages: 400-405

    • DOI

      10.1080/13504851.2019.1619011

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] アンサンブル学習とニューラルネットワーク:”じゃらん”データを使った分析2019

    • Author(s)
      長谷川博康、羽森茂之
    • Journal Title

      国民経済雑誌

      Volume: 220 Pages: 17-29

    • NAID

      120006888542

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Can We Forecast Daily Oil Futures Prices? Experimental Evidence from Convolutional Neural Networks2019

    • Author(s)
      Luo Zhaojie、Cai Xiaojing、Tanaka Katsuyuki、Takiguchi Tetsuya、Kinkyo Takuji、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 12(1) Issue: 1 Pages: 1-13

    • DOI

      10.3390/jrfm12010009

    • NAID

      120006624225

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Co-movements in commodity markets and implications in diversification benefits2018

    • Author(s)
      Cai Xiao Jing、Fang Zheng、Chang Youngho、Tian Shuairu、Hamori Shigeyuki
    • Journal Title

      Empirical Economics

      Volume: 印刷中 Issue: 2 Pages: 1-33

    • DOI

      10.1007/s00181-018-1551-3

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Oil Price Forecasting Using Supervised GANs with Continuous Wavelet Transform Features2018

    • Author(s)
      Luo, Z., Chen, J., Cai,X.J., Tanaka,K., Takiguchi, T., Kinkyo, T., and Hamori, S.
    • Journal Title

      Proceedings - International Conference on Pattern Recognition

      Volume: - Pages: 830-835

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Financial Hazard Map: Financial Vulnerability Predicted by a Random Forests Classification Model2018

    • Author(s)
      Tanaka, K., Kinkyo, T., and Hamori, S.
    • Journal Title

      Sustainability,

      Volume: 10(5) Pages: 1-18

    • NAID

      120006488453

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] THE DETERMINANTS OF A SIMULTANEOUS CRASH IN GOLD AND STOCK MARKETS: AN ORDERED LOGIT APPROACH2018

    • Author(s)
      MIYAZAKI TAKASHI、HAMORI SHIGEYUKI
    • Journal Title

      Annals of Financial Economics

      Volume: 13(1) Issue: 01 Pages: 1-25

    • DOI

      10.1142/s2010495218500045

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dependence structures between Chinese stock markets and the international financial market: Evidence from a wavelet-based quantile regression approach2018

    • Author(s)
      Yang Lu、Tian Shuairu、Yang Wei、Xu Mingli、Hamori Shigeyuki
    • Journal Title

      The North American Journal of Economics and Finance

      Volume: 45 Pages: 116-137

    • DOI

      10.1016/j.najef.2018.02.005

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Determinants of dependence structures of sovereign credit default swap spreads between G7 and BRICS countries2018

    • Author(s)
      Yang Lu、Yang Lei、Hamori Shigeyuki
    • Journal Title

      International Review of Financial Analysis

      Volume: 59 Pages: 19-34

    • DOI

      10.1016/j.irfa.2018.06.001

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] MODELING THE DYNAMICS OF INTERNATIONAL AGRICULTURAL COMMODITY PRICES: A COMPARISON OF GARCH AND STOCHASTIC VOLATILITY MODELS2018

    • Author(s)
      YANG LU、HAMORI SHIGEYUKI
    • Journal Title

      Annals of Financial Economics

      Volume: 13(3) Issue: 03 Pages: 1-20

    • DOI

      10.1142/s2010495218500100

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Modeling the Dependence Structure of Share Prices among Three Chinese City Banks2018

    • Author(s)
      Liu Guizhou、Cai Xiao-Jing、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 11(4) Issue: 4 Pages: 1-18

    • DOI

      10.3390/jrfm11040057

    • NAID

      120006551683

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Artificial Intelligence and Economic Growth2018

    • Author(s)
      Hamori, S. and Kume, T.
    • Journal Title

      Advances in Decision Sciences

      Volume: - Pages: 1-22

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Measuring the Time-Frequency Dynamics of Return and Volatility Connectedness in Global Crude Oil Markets2018

    • Author(s)
      Toyoshima Yuki、Hamori Shigeyuki
    • Journal Title

      Energies

      Volume: 11(11) Issue: 11 Pages: 1-18

    • DOI

      10.3390/en11112893

    • NAID

      120006545973

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Predicting Currency Crises: A Novel Approach Combining Random Forests and Wavelet Transform2018

    • Author(s)
      Xu Lei、Kinkyo Takuji、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 11(4) Issue: 4 Pages: 86-86

    • DOI

      10.3390/jrfm11040086

    • NAID

      120006551684

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Bank Credit and Housing Prices in China: Evidence from a TVP-VAR Model with Stochastic Volatility2018

    • Author(s)
      He Xie、Cai Xiao-Jing、Hamori Shigeyuki
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 11(4) Issue: 4 Pages: 1-16

    • DOI

      10.3390/jrfm11040090

    • NAID

      120006551685

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Calibration Estimation of Semiparametric Copula Models with Data Missing at Random2018

    • Author(s)
      Hamori, S., Motegi,K., and Zhang. Z.
    • Journal Title

      SSRN Working Paper

      Volume: #3029508. Pages: 1-39

    • DOI

      10.2139/ssrn.3029508

    • Related Report
      2017 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] Dependence Structures and Systemic Risk of Government Securities Markets in Central and Eastern Europe: A CoVaR-Copula Approach2018

    • Author(s)
      Yang, L., Ma, J. Z., and Hamori, S.
    • Journal Title

      Sustainability

      Volume: 10(2) Issue: 2 Pages: 1-23

    • DOI

      10.3390/su10020324

    • NAID

      120006454537

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] What determines the long-term correlation between oil prices and exchange rates?2018

    • Author(s)
      Yang, L., Cai, X.J., and Hamori, S.
    • Journal Title

      North American Journal of Economics and Finance

      Volume: 44 Pages: 140-152

    • DOI

      10.1016/j.najef.2017.12.003

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Energy and Human Capital: A Driver or Drag for Economic Growth2017

    • Author(s)
      Fang Z., Chang, Y. and Hamori, S.
    • Journal Title

      Singapore Economic Review

      Volume: - Issue: 03 Pages: 683-714

    • DOI

      10.1142/s0217590817500163

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Forecasting the Vulnerability of Industrial Economic Activities: Predicting the Bankruptcy of Companies2017

    • Author(s)
      Tanaka,K., Higashide, T., Kinkyo, T., and Hamori, S.
    • Journal Title

      Journal of Management Information and Decision Sciences

      Volume: 20 Pages: 1-23

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Volatility and Causality in Strategic Commodities: Characteristics, Myth and Evidence2017

    • Author(s)
      Chang, Y., Fang, Z., and Hamori, S.
    • Journal Title

      International Journal of Economics and Finance

      Volume: 9 Issue: 8 Pages: 162-178

    • DOI

      10.5539/ijef.v9n8p162

    • NAID

      120006599152

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Financial Hazard Map: Financial Vulnerability Predicted by a Random Forests Classification Model2017

    • Author(s)
      Tanaka, K., Kinkyo, T., and Hamori, S.
    • Journal Title

      Discussion Paper (Graduate School of Economics, Kobe University)

      Volume: No.1720

    • NAID

      120006488453

    • Related Report
      2017 Annual Research Report
  • [Presentation] Forecasting WTI Futures Prices Using Recurrent Neural Networks2020

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      SIBR 2020 Sydney Conference on Interdisciplinary Business & Economics Research
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Return and Volatility Spillovers Across the Energy and Carbon Markets: New Evidence from the Time-Frequency Domain2019

    • Author(s)
      Xie He
    • Organizer
      Singapore Economic Review Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling the Dependence Between the Carbon Futures Market and Renewable Energy Stock Indices2019

    • Author(s)
      Guizhou Liu
    • Organizer
      Singapore Economic Review Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Financial Hazard Map2019

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      Singapore Economic Review Conference 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Application of Network Analysis to Cryptocurrency in the Global Financial Market2019

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      SIBR 2019 OSAKA Conference on Interdisciplinary Business & Economics Research
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improving Stock Return Density Forecasts using Regular Vine Copulas2019

    • Author(s)
      Xiao-Jing Cai
    • Organizer
      Western Economic Association International
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Artificial Intellingence and Its Application to Economic Analysis: The Case of Economic Growth Data2019

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      The Second International Forum on East Asia Macroeconomic Studies
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Financial Hazard Map: Financial Vulnerability Predicted by a Random Forests Classification Model2018

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      Shanghai Business School, Research Center of Finance (RCF), Academic Seminar Series
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Muti-horizon dependence between oil (gold) and East Asian stock markets: Implications for risk management2018

    • Author(s)
      Xiao-Jing Cai
    • Organizer
      The 2nd INFINITI Conference on International Finance ASIA-PACIFIC
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Artificial Intelligence and Its Application to Economic Analysis: A Case of Data Concerning Economic Growth2018

    • Author(s)
      Takahiro Kume
    • Organizer
      SIBR 2018 HONG KONG CONFERENCE ON INTERDISCIPLINARY BUSINESS & ECONOMICS RESEARCH
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling the Dependence Structure of Share Prices Among Three Chinese City Banks2018

    • Author(s)
      Guizhou Liu
    • Organizer
      SIBR 2018 HONG KONG CONFERENCE ON INTERDISCIPLINARY BUSINESS & ECONOMICS RESEARCH
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Calibration Estimation of Semiparametric Copula Models with Data Missing at Random2018

    • Author(s)
      Kaiji Motegi
    • Organizer
      Workshop at Institute of Statistics and Big Data, Renmin University of China
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Oil Price Forecasting Using Supervised GANs with Continuous Wavelet Transform Features2018

    • Author(s)
      Zhaojie Luo and Xiao Jing Cai
    • Organizer
      2018 24th International Conference On Pattern Recognition (ICPR)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Financial Hazard Map : Financial Vulnerability Predicted by a Random Forests Classification Model2018

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      The 3rd International Conference on Economics and Management Innovations 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Interdependence between Oil and East Asian Stock Markets: Evidence from Wavelet Coherence Analysis2018

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      Western Economic Association International (New Castle, Australia)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modelling Interdependence between East Asian Stock Markets and the Prices of Oil and Gold: A Wavelet Based Approach2018

    • Author(s)
      Xiao-Jing Cai
    • Organizer
      Western Economic Association International (New Castle, Australia)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Forecasting the Vulnerability of Industrial Economic Activities: Predicting the Bankruptcy of Companies2018

    • Author(s)
      Takuo Higashide
    • Organizer
      Western Economic Association International (New Castle, Australia)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interdependence between Oil and East Asian Stock markets: Evidence from Wavelet Coherence Analysis2017

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      Singapore Economic Review Conference 2017 (Singapore)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling Interdependence between East Asian Stock Markets and the Prices of Oil and Gold: A Wavelet based Approach2017

    • Author(s)
      Xiao-Jing Cai
    • Organizer
      Singapore Economic Review Conference 2017 (Singapore)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Interdependence between Oil and East Asian Stock Markets: Evidence from Wavelet Coherence Analysis2017

    • Author(s)
      Shigeyuki Hamori
    • Organizer
      Workshop on Statistics and Big Data (Beijing, China)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Book] ESG Investment in the Global Economy2021

    • Author(s)
      Tadahiro Nakajima, Shigeyuki Hamori, Xie He, Guizhou Liu, Wenting Zhang, Yulian Zhang, Tiantian Liu
    • Total Pages
      102
    • Publisher
      Springer
    • ISBN
      9789811629907
    • Related Report
      2020 Annual Research Report
  • [Book] AI and Financial Markets2020

    • Author(s)
      Shigeyuki Hamori, Tetsuya Takiguchi
    • Total Pages
      230
    • Publisher
      MDPI
    • Related Report
      2020 Annual Research Report
  • [Book] Empirical Analysis of Natural Gas Markets2020

    • Author(s)
      David Anderson, Shigeyuki Hamori
    • Total Pages
      200
    • Publisher
      MDPI
    • Related Report
      2020 Annual Research Report
  • [Book] Empirical Finance2019

    • Author(s)
      Shigeyuki Hamori (Eds.)
    • Total Pages
      276
    • Publisher
      MDPI
    • ISBN
      9783038977063
    • Related Report
      2019 Annual Research Report
  • [Book] Financial Inclusion, Remittance Inflows, Economic Growth and Poverty Reduction: Evidence from Macro Empirical Analysis2019

    • Author(s)
      Inoue, T. and Hamori, S.
    • Total Pages
      142
    • Publisher
      World Scientific Pub Co Inc
    • ISBN
      9789813278929
    • Related Report
      2019 Annual Research Report
  • [Book] Credit Default Swap Markets in the Global Economy: An empirical analysis2018

    • Author(s)
      Tamakoshi, G. and Hamori, S.
    • Total Pages
      180
    • Publisher
      Routledge
    • ISBN
      9781138244726
    • Related Report
      2017 Annual Research Report
  • [Funded Workshop] 3rd Workshop on Big Data and Computational Sciences2018

    • Related Report
      2018 Annual Research Report
  • [Funded Workshop] Workshop on Big Data and Machine Learning2018

    • Related Report
      2018 Annual Research Report
  • [Funded Workshop] 2nd Workshop on Big Data and Computational Sciences2018

    • Related Report
      2018 Annual Research Report
  • [Funded Workshop] Workshop on Big Data and Computational Sciences2018

    • Related Report
      2018 Annual Research Report
  • [Funded Workshop] Workshop on Risk and Financial Management2017

    • Related Report
      2017 Annual Research Report
  • [Funded Workshop] Workshop on Big Data and Machine Learning2017

    • Related Report
      2017 Annual Research Report

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Published: 2017-04-28   Modified: 2023-01-30  

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