Macroeconomic Forecasting Using Alternative Data

Macroeconomic Forecasting Using Alternative Data: Techniques for Applying Big Data and Machine Learning applies computer science to the demands of macroeconomic forecasting. It is the first book to combine machine learning methods with macroeconomics. By using artificial intelligence and machine learning techniques, it unlocks the increased forecasting accuracy offered by alternative data sources. Through its interdisciplinary approach, readers learn how to use big datasets efficiently and effectively. Combines big data/machine learning with macroeconomic forecasting Explains how alternative data improves forecasting accuracy when controlled for traditional data sources Provides new innovative methods for handling large databases and improving forecasting accuracy

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  • Author : Apurv Jain
  • Publisher : Academic Press
  • Pages : 250 pages
  • ISBN : 0128191228
  • Rating : 4/5 from 21 reviews
CLICK HERE TO GET THIS BOOKMacroeconomic Forecasting Using Alternative Data

Macroeconomic Forecasting Using Alternative Data

Macroeconomic Forecasting Using Alternative Data
  • Author : Apurv Jain
  • Publisher : Academic Press
  • Release : 01 December 2020
GET THIS BOOKMacroeconomic Forecasting Using Alternative Data

Macroeconomic Forecasting Using Alternative Data: Techniques for Applying Big Data and Machine Learning applies computer science to the demands of macroeconomic forecasting. It is the first book to combine machine learning methods with macroeconomics. By using artificial intelligence and machine learning techniques, it unlocks the increased forecasting accuracy offered by alternative data sources. Through its interdisciplinary approach, readers learn how to use big datasets efficiently and effectively. Combines big data/machine learning with macroeconomic forecasting Explains how alternative data improves

Handbook of US Consumer Economics

Handbook of US Consumer Economics
  • Author : Andrew Haughwout,Benjamin Mandel
  • Publisher : Academic Press
  • Release : 15 August 2019
GET THIS BOOKHandbook of US Consumer Economics

Handbook of U.S. Consumer Economics presents a deep understanding on key, current topics and a primer on the landscape of contemporary research on the U.S. consumer. This volume reveals new insights into household decision-making on consumption and saving, borrowing and investing, portfolio allocation, demand of professional advice, and retirement choices. Nearly 70% of U.S. gross domestic product is devoted to consumption, making an understanding of the consumer a first order issue in macroeconomics. After all, understanding how households

Macroeconomic Forecasting in the Era of Big Data

Macroeconomic Forecasting in the Era of Big Data
  • Author : Peter Fuleky
  • Publisher : Springer Nature
  • Release : 28 November 2019
GET THIS BOOKMacroeconomic Forecasting in the Era of Big Data

This book surveys big data tools used in macroeconomic forecasting and addresses related econometric issues, including how to capture dynamic relationships among variables; how to select parsimonious models; how to deal with model uncertainty, instability, non-stationarity, and mixed frequency data; and how to evaluate forecasts, among others. Each chapter is self-contained with references, and provides solid background information, while also reviewing the latest advances in the field. Accordingly, the book offers a valuable resource for researchers, professional forecasters, and students

Macroeconomic Forecasting in the Era of Big Data

Macroeconomic Forecasting in the Era of Big Data
  • Author : Peter Fuleky
  • Publisher : Springer Nature
  • Release : 28 November 2019
GET THIS BOOKMacroeconomic Forecasting in the Era of Big Data

This book surveys big data tools used in macroeconomic forecasting and addresses related econometric issues, including how to capture dynamic relationships among variables; how to select parsimonious models; how to deal with model uncertainty, instability, non-stationarity, and mixed frequency data; and how to evaluate forecasts, among others. Each chapter is self-contained with references, and provides solid background information, while also reviewing the latest advances in the field. Accordingly, the book offers a valuable resource for researchers, professional forecasters, and students

A Companion to Economic Forecasting

A Companion to Economic Forecasting
  • Author : Michael P. Clements,David F. Hendry
  • Publisher : John Wiley & Sons
  • Release : 15 April 2008
GET THIS BOOKA Companion to Economic Forecasting

A Companion to Economic Forecasting provides an accessible and comprehensive account of recent developments in economic forecasting. Each of the chapters has been specially written by an expert in the field, bringing together in a single volume a range of contrasting approaches and views. Uniquely surveying forecasting in a single volume, the Companion provides a comprehensive account of the leading approaches and modeling strategies that are routinely employed.

Economic Forecasting

Economic Forecasting
  • Author : Terence C. Mills
  • Publisher : Edward Elgar Pub
  • Release : 14 April 1999
GET THIS BOOKEconomic Forecasting

This authoritative and wide-ranging collection presents over fifty of the most important articles on forecasting - a technique that lies at the heart of economic policy and decision-making.This comprehensive two volume set presents the major papers in macroeconomic forecasting and policy making; time series forecasting; the econometrics of forecasting; forecast evaluation; forecasting with leading indicators; forecasting in finance and economic forecasting using surveys.

Handbook of Economic Forecasting

Handbook of Economic Forecasting
  • Author : Graham Elliott,Allan Timmermann
  • Publisher : Elsevier
  • Release : 24 October 2013
GET THIS BOOKHandbook of Economic Forecasting

The highly prized ability to make financial plans with some certainty about the future comes from the core fields of economics. In recent years the availability of more data, analytical tools of greater precision, and ex post studies of business decisions have increased demand for information about economic forecasting. Volumes 2A and 2B, which follows Nobel laureate Clive Granger's Volume 1 (2006), concentrate on two major subjects. Volume 2A covers innovations in methodologies, specifically macroforecasting and forecasting financial variables. Volume 2B investigates

The Book of Alternative Data

The Book of Alternative Data
  • Author : Alexander Denev,Saeed Amen
  • Publisher : John Wiley & Sons
  • Release : 29 June 2020
GET THIS BOOKThe Book of Alternative Data

The first and only book to systematically address methodologies and processes of leveraging non-traditional information sources in the context of investing and risk management Harnessing non-traditional data sources to generate alpha, analyze markets, and forecast risk is a subject of intense interest for financial professionals. A growing number of regularly-held conferences on alternative data are being established, complemented by an upsurge in new papers on the subject. Alternative data is starting to be steadily incorporated by conventional institutional investors and

SAS for Forecasting Time Series, Third Edition

SAS for Forecasting Time Series, Third Edition
  • Author : John C. Brocklebank, Ph.D.,David A. Dickey, Ph.D.,Bong Choi
  • Publisher : SAS Institute
  • Release : 14 March 2018
GET THIS BOOKSAS for Forecasting Time Series, Third Edition

To use statistical methods and SAS applications to forecast the future values of data taken over time, you need only follow this thoroughly updated classic on the subject. With this third edition of SAS for Forecasting Time Series, intermediate-to-advanced SAS users—such as statisticians, economists, and data scientists—can now match the most sophisticated forecasting methods to the most current SAS applications. Starting with fundamentals, this new edition presents methods for modeling both univariate and multivariate data taken over time.

Applied Economic Forecasting Using Time Series Methods

Applied Economic Forecasting Using Time Series Methods
  • Author : Eric Ghysels,Massimiliano Marcellino
  • Publisher : Oxford University Press
  • Release : 14 April 2021
GET THIS BOOKApplied Economic Forecasting Using Time Series Methods

Economic forecasting is a key ingredient of decision making both in the public and in the private sector. Because economic outcomes are the result of a vast, complex, dynamic and stochastic system, forecasting is very difficult and forecast errors are unavoidable. Because forecast precision and reliability can be enhanced by the use of proper econometric models and methods, this innovative book provides an overview of both theory and applications. Undergraduate and graduate students learning basic and advanced forecasting techniques will

Economic and Business Forecasting

Economic and Business Forecasting
  • Author : John E. Silvia,Azhar Iqbal,Kaylyn Swankoski,Sarah Watt,Sam Bullard
  • Publisher : John Wiley & Sons
  • Release : 10 March 2014
GET THIS BOOKEconomic and Business Forecasting

Discover the secrets to applying simple econometric techniques to improve forecasting Equipping analysts, practitioners, and graduate students with a statistical framework to make effective decisions based on the application of simple economic and statistical methods, Economic and Business Forecasting offers a comprehensive and practical approach to quantifying and accurate forecasting of key variables. Using simple econometric techniques, author John E. Silvia focuses on a select set of major economic and financial variables, revealing how to optimally use statistical software as