☆ 4.4 Article

Prediction of Post-COVID-19 economic and environmental policy and recovery based on recurrent neural network and long short-term memory network

ENVIRONMENTAL RESEARCH COMMUNICATIONS (2022)

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Viput Ongsakul et al.

Summary: The research finds that firms with higher managerial ownership tend to invest more in CSR when facing higher economic policy uncertainty, supporting the risk mitigation hypothesis. On the other hand, when economic policy uncertainty is not considered, companies with managers holding higher ownership stakes invest less in CSR, indicating CSR is driven by agency conflict. Additional analyses, such as dynamic GMM and instrumental-variable analysis, confirm these findings.

ACCOUNTING AND FINANCE (2021)

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Article Economics

Economic policy uncertainty (EPU) and firm carbon emissions: Evidence using a China provincial EPU index

Jian Yu et al.

Summary: This study examines the impact of economic policy uncertainty (EPU) on manufacturing firms' carbon emission intensity in China, finding a significantly positive effect of EPU on carbon emission intensity. The channels through which EPU influences carbon emission intensity are mainly the share of fossil fuels in total energy consumption and energy intensity.

ENERGY ECONOMICS (2021)

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Article Mathematics, Applied

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

Alex Sherstinsky

PHYSICA D-NONLINEAR PHENOMENA (2020)

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Article Thermodynamics

The stability of US economic policy: Does it really matter for oil price?

Meng Qin et al.

ENERGY (2020)

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Article Environmental Sciences

Economic policy uncertainty, energy consumption and carbon emissions in G7 countries: evidence from a panel Granger causality analysis

Burak Pirgaip et al.

ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH (2020)

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Article Computer Science, Artificial Intelligence

Transductive LSTM for time-series prediction: An application to weather forecasting

Zahra Karevan et al.

NEURAL NETWORKS (2020)

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Article Mathematics, Interdisciplinary Applications

Prediction and analysis of COVID-19 positive cases using deep learning models: A descriptive case study of India

Parul Arora et al.

CHAOS SOLITONS & FRACTALS (2020)

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Article Energy & Fuels

The relationship between air pollution and COVID-19-related deaths: An application to three French cities

Cosimo Magazzino et al.

APPLIED ENERGY (2020)

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Article Business, Finance

Does economic policy uncertainty influence executive risk-taking incentives?

Pattanaporn Chatjuthamard et al.

FINANCE RESEARCH LETTERS (2020)

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Article Mathematics, Interdisciplinary Applications

Time series prediction for the epidemic trends of COVID-19 using the improved LSTM deep learning method: Case studies in Russia, Peru and Iran

Peipei Wang et al.

CHAOS SOLITONS & FRACTALS (2020)

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Article Economics

Forming COVID-19 Policy Under Uncertainty

Charles F. Manski

JOURNAL OF BENEFIT-COST ANALYSIS (2020)

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Article Economics

Energy consumption, economic policy uncertainty and carbon emissions; causality evidence from resource rich economies

Samuel Adams et al.

ECONOMIC ANALYSIS AND POLICY (2020)

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Article Environmental Sciences

Performance comparison of solar radiation forecasting between WRF and LSTM in Gifu, Japan

Jose Manuel Soares de Araujo

ENVIRONMENTAL RESEARCH COMMUNICATIONS (2020)

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Article Economics

Economic uncertainty before and during the COVID-19 pandemic

Dave Altig et al.

JOURNAL OF PUBLIC ECONOMICS (2020)

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Article Business, Finance

COVID-19's disasters are perilous than Global Financial Crisis: A rumor or fact?

Khurram Shehzad et al.

FINANCE RESEARCH LETTERS (2020)

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Article Business, Finance

COVID-19 and finance: Agendas for future research

John W. Goodell

FINANCE RESEARCH LETTERS (2020)

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Article Business, Finance

COVID-19 pandemic, oil prices, stock market, geopolitical risk and policy uncertainty nexus in the US economy: Fresh evidence from the wavelet-based approach

Arshian Sharif et al.

INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS (2020)

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Article Business, Finance

Economic policy uncertainty and stock price crash risk

Yan Luo et al.

RESEARCH IN INTERNATIONAL BUSINESS AND FINANCE (2020)

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Article Environmental Sciences

Impacts of COVID-19 response actions on air quality in China

Miriam E. Marlier et al.

ENVIRONMENTAL RESEARCH COMMUNICATIONS (2020)

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Article Business, Finance

Economic policy uncertainty and corporate inventory holdings: evidence from China

Jianyu Zeng et al.

ACCOUNTING AND FINANCE (2020)

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Article Political Science

Policy style, consistency and the effectiveness of the policy mix in China's fight against COVID-19

Ciqi Mei

POLICY AND SOCIETY (2020)

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Article Development Studies

Relationship between energy intensity andCO2emissions: Does economic policy matter?

Danish et al.

SUSTAINABLE DEVELOPMENT (2020)

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Article Business, Finance

Impact of economic policy uncertainty on exchange rate volatility it of China

Chen Liming et al.

FINANCE RESEARCH LETTERS (2020)

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Article Business, Finance

Economic policy uncertainty, cost of capital, and corporate innovation

Zhaoxia Xu

JOURNAL OF BANKING & FINANCE (2020)

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Article Economics

Economic policy uncertainty shocks, economic activity, and exchange rate adjustments

Rachatar Nilavongse et al.

ECONOMICS LETTERS (2020)

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Article Economics

Forecasting economic policy uncertainty of BRIC countries using Bayesian VARs

Rangan Gupta et al.

ECONOMICS LETTERS (2020)

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Article Economics

Measuring economic policy uncertainty in China

Yun Huang et al.

CHINA ECONOMIC REVIEW (2020)

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Article Business, Finance

Financial markets under the global pandemic of COVID-19

Dayong Zhang et al.

FINANCE RESEARCH LETTERS (2020)

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Review Psychology, Biological

Resolving uncertainty in a social world

Oriel FeldmanHall et al.

NATURE HUMAN BEHAVIOUR (2019)

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Article Energy & Fuels

Electric Vehicle Charging Load Forecasting: A Comparative Study of Deep Learning Approaches

Juncheng Zhu et al.

ENERGIES (2019)

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Article Agricultural Economics & Policy

Economic policy uncertainty and grain futures price volatility: evidence from China

Xiaoyong Xiao et al.

CHINA AGRICULTURAL ECONOMIC REVIEW (2019)

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Article Energy & Fuels

The forecasting power of EPU for crude oil return volatility

Rufei Ma et al.

ENERGY REPORTS (2019)

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Article Physics, Multidisciplinary

Economic risk contagion among major economies: New evidence from EPU spillover analysis in time and frequency domains

Lan Bai et al.

PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS (2019)

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Article Business, Finance

Economic policy uncertainty and banks' loan pricing

Badar Nadeem Ashraf et al.

JOURNAL OF FINANCIAL STABILITY (2019)

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Article Business, Finance

The effects of economic policy uncertainty on outward foreign direct investment

Hui-Ching Hsieh et al.

INTERNATIONAL REVIEW OF ECONOMICS & FINANCE (2019)

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Article Business, Finance

Does gold or Bitcoin hedge economic policy uncertainty?

Shan Wu et al.

FINANCE RESEARCH LETTERS (2019)

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Article Business, Finance

When Bitcoin meets economic policy uncertainty (EPU): Measuring risk spillover effect from EPU to Bitcoin

Gang-Jin Wang et al.

FINANCE RESEARCH LETTERS (2019)

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Article Physics, Multidisciplinary

Does US Economic Policy Uncertainty matter for European stock markets volatility?

Dexiang Mei et al.

PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS (2018)

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Review Computer Science, Information Systems

Scenario analysis, from BigData to black swan

Marwan Batrouni et al.

COMPUTER SCIENCE REVIEW (2018)

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Article Business, Finance

The study on the tail dependence structure between the economic policy uncertainty and several financial markets

Can-Zhong Yao et al.

NORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE (2018)

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Article Multidisciplinary Sciences

Assessing Catastrophes-Dragon-Kings, Black, and Gray Swans-for Science-Policy

Paolo F. Ricci et al.

GLOBAL CHALLENGES (2017)

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Article Business, Finance

How EPU drives long-term industry beta

Honghai Yu et al.

FINANCE RESEARCH LETTERS (2017)

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Article Economics

Cross-country determinants of economic policy uncertainty spillovers

Faruk Balli et al.

ECONOMICS LETTERS (2017)

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Article Business, Finance

The impact of uncertainty on professional exchange rate forecasts

Joscha Beckmann et al.

JOURNAL OF INTERNATIONAL MONEY AND FINANCE (2017)

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Article Economics

The source of global stock market risk: A viewpoint of economic policy uncertainty

I-Chun Tsai

ECONOMIC MODELLING (2017)

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Article Green & Sustainable Science & Technology

Analysis of consumer choice for low-carbon technologies by using neural networks

Matthew Kennedy et al.

JOURNAL OF CLEANER PRODUCTION (2016)

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Article Business, Finance

Policy Uncertainty and Corporate Investment

Huseyin Gulen et al.

REVIEW OF FINANCIAL STUDIES (2016)

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Article Economics

Measuring Economic Policy Uncertainty

Scott R. Baker et al.

QUARTERLY JOURNAL OF ECONOMICS (2016)

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Article Business, Finance

Economic policy uncertainty and stock market volatility

Li Liu et al.

FINANCE RESEARCH LETTERS (2015)

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Article Environmental Sciences

A step-wise process of decision-making under uncertainty when implementing environmental policy

A. M. Knights et al.

ENVIRONMENTAL SCIENCE & POLICY (2014)

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Article Business, Finance

Economic policy uncertainty and corporate investment: Evidence from China

Yizhong Wang et al.

PACIFIC-BASIN FINANCE JOURNAL (2014)

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Article Business, Finance

Oil shocks, policy uncertainty and stock market return

Wensheng Kang et al.

JOURNAL OF INTERNATIONAL FINANCIAL MARKETS INSTITUTIONS & MONEY (2013)

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Article Computer Science, Artificial Intelligence

Forecasting stock indices with back propagation neural network

Jian-Zhou Wang et al.

EXPERT SYSTEMS WITH APPLICATIONS (2011)

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Article Computer Science, Information Systems

Reservoir computing approaches to recurrent neural network training

Mantas Lukosevicius et al.

COMPUTER SCIENCE REVIEW (2009)

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Article Computer Science, Artificial Intelligence

Learning to forget: Continual prediction with LSTM

FA Gers et al.

NEURAL COMPUTATION (2000)

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