Knitting Multi Annual High Frequency Google Trends To Predict Inflation And Consumption

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Knitting Multi Annual High Frequency Google Trends To Predict Inflation And Consumption
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Author : Johannes Bleher
language : en
Publisher:
Release Date : 2019
Knitting Multi Annual High Frequency Google Trends To Predict Inflation And Consumption written by Johannes Bleher and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.
We propose a regression-based algorithm that allows to construct arbitrarily many comparable, multi-annual, consistent time series on monthly, weekly, daily, hourly and minute-by-minute search volume indices based on the scattered data obtained from Google Trends. The accuracy of the algorithm is illustrated using old datasets from Google that have been used previously in the literature. We use our algorithm to construct an index of prices searched online (IPSO). Out-of-sample, the IPSO improves monthly inflation and consumption forecasts for the US and the Euro Area. In-sample it is contemporaneously correlated with US consumption, when controlling for seasonality, and Granger causes US inflation on a monthly frequency.
Forecasting With Artificial Intelligence
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Author : Mohsen Hamoudia
language : en
Publisher: Springer Nature
Release Date : 2023-09-20
Forecasting With Artificial Intelligence written by Mohsen Hamoudia and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-20 with Business & Economics categories.
This book is a comprehensive guide that explores the intersection of artificial intelligence and forecasting, providing the latest insights and trends in this rapidly evolving field. The book contains fourteen chapters covering a wide range of topics, including the concept of AI, its impact on economic decision-making, traditional and machine learning-based forecasting methods, challenges in demand forecasting, global forecasting models, meta-learning and feature-based forecasting, ensembling, deep learning, scalability in industrial and optimization applications, and forecasting performance evaluation. With key illustrations, state-of-the-art implementations, best practices, and notable advances, this book offers practical insights into the theory and practice of AI-based forecasting. This book is a valuable resource for anyone involved in forecasting, including forecasters, statisticians, data scientists, business analysts, or decision-makers.
Bulletin Of The Atomic Scientists
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Author :
language : en
Publisher:
Release Date : 1970-12
Bulletin Of The Atomic Scientists written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1970-12 with categories.
The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.
Textile Technology Digest
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Author :
language : en
Publisher:
Release Date : 1999
Textile Technology Digest written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Textile fabrics categories.