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相关论文: What Drives Inflation and How: Evidence from Addit…

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This paper examines the drivers of CPI inflation through the lens of a simple, but computationally intensive machine learning technique. More specifically, it predicts inflation across 20 advanced countries between 2000 and 2021, relying on…

综合经济学 · 经济学 2023-01-03 Emanuel Kohlscheen

In a globalised world, inflation in a given country may be becoming less responsive to domestic economic activity, while being increasingly determined by international conditions. Consequently, understanding the international sources of…

计量经济学 · 经济学 2024-10-30 Ignacio Garrón , C. Vladimir Rodríguez-Caballero , Esther Ruiz

The notion that an independent central bank reduces a country's inflation is a controversial hypothesis. To date, it has not been possible to satisfactorily answer this question because the complex macroeconomic structure that gives rise to…

计量经济学 · 经济学 2021-05-17 Philipp F. M. Baumann , Michael Schomaker , Enzo Rossi

For western economies a long-forgotten phenomenon is on the horizon: rising inflation rates. We propose a novel approach christened D2ML to identify drivers of national inflation. D2ML combines machine learning for model selection with time…

计量经济学 · 经济学 2022-12-13 Jan Ditzen , Francesco Ravazzolo

This paper uses new and recently introduced mathematical techniques to undertake a data-driven study on the systemic nature of global inflation. We start by investigating country CPI inflation over the past 70 years. There, we highlight the…

数理金融 · 定量金融 2022-03-02 Nick James , Kevin Chin

Algorithmic pricing is increasingly shaping market competition, raising concerns about its potential to compromise competitive dynamics. While prior work has shown that reinforcement learning (RL)-based pricing algorithms can lead to tacit…

机器学习 · 计算机科学 2025-04-09 Sebastián Tinoco , Andrés Abeliuk , Javier Ruiz del Solar

We examine the hypothesis that inflation is primarily driven by vacuum energy at a scale indicated by gauge coupling unification. Concretely, we consider a class of hybrid inflation models wherein the vacuum energy associated with a grand…

高能物理 - 唯象学 · 物理学 2017-03-28 Mark P. Hertzberg , Frank Wilczek

This article presents evidence based on a panel of 35 countries over the past 30 years that the Phillips curve relation holds for food inflation. That is, broader economic overheating does push up the food component of the CPI in a…

综合经济学 · 经济学 2022-12-20 Emanuel Kohlscheen

GDP is a vital measure of a country's economic health, reflecting the total value of goods and services produced. Forecasting GDP growth is essential for economic planning, as it helps governments, businesses, and investors anticipate…

综合经济学 · 经济学 2024-09-05 Huaqing Xie , Xingcheng Xu , Fangjia Yan , Xun Qian , Yanqing Yang

Monetary inflation is a sustained increase in the money supply than can result in price inflation, which is a rise in the general level of prices of goods and services. The objectives of this paper were to develop economic models to (1)…

综合金融 · 定量金融 2021-09-28 Laurence Francis Lacey

This paper considers forecasts of the growth and inflation distributions of the United Kingdom with factor-augmented quantile autoregressions under a model averaging framework. We investigate model combinations across models using weights…

计量经济学 · 经济学 2020-10-26 Anthoulla Phella

This study presents a novel approach to incorporating news topics and their associated sentiment into predictions of breakeven inflation rate (BEIR) movements for eight countries with mature bond markets. We calibrate five classes of…

计算机与社会 · 计算机科学 2021-07-16 Sonja Tilly , Giacomo Livan

A new family of inflationary models is introduced and analysed. The behaviour of the parameters characterising the models suggest preferred values, which generate the most interesting testable predictions. Results are further improved if…

高能物理 - 唯象学 · 物理学 2016-09-20 Konstantinos Dimopoulos , Charlotte Owen

Over the past decade, the stellar growth of Indian economy has been challenged by persistently high levels of inflation, particularly in food prices. The primary reason behind this stubborn food inflation is mismatch in supply-demand, as…

机器学习 · 统计学 2017-02-01 Akash Malhotra , Mayank Maloo

While inflation gives an appealing explanation of observed cosmological data, there are a wide range of different inflation models, providing differing predictions for the initial perturbations. Typically models are motivated either by…

天体物理学 · 物理学 2009-11-10 Erandy Ramirez , Andrew R Liddle

Assessing the contribution of various risk factors to future inflation risks was crucial for guiding monetary policy during the recent high inflation period. However, existing methodologies often provide limited insights by focusing solely…

计量经济学 · 经济学 2024-05-29 Maximilian Schröder

The relationship between inflation and predictors such as unemployment is potentially nonlinear with a strength that varies over time, and prediction errors error may be subject to large, asymmetric shocks. Inspired by these concerns, we…

计量经济学 · 经济学 2022-03-01 Todd E. Clark , Florian Huber , Gary Koop , Massimiliano Marcellino

Studies of the initial conditions for inflation have conflicting predictions from exponential suppression to inevitability. At the level of phase space, this conflict arises from the competing intuitions of CPT invariance and…

高能物理 - 理论 · 物理学 2012-11-20 Sean Downes , Bhaskar Dutta , Kuver Sinha

The economy in the modern world is greatly influenced by artificial intelligence (AI). This paper aims to determine the impact of AI quantitative relationships on the country's economic parameters, including GDP per Capita. Historical data…

综合经济学 · 经济学 2025-05-20 Davit Gondauri

The aim of this paper is to investigate the use of the Factor Analysis in order to identify the role of the relevant macroeconomic variables in driving the inflation. The Macroeconomic predictors that usually affect the inflation are…

计量经济学 · 经济学 2020-05-26 Manuel Lopez Galvan
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