Book contents
- Frontmatter
- Contents
- Contributors
- Preface
- Interacting With Investors And Asset Owners
- Towards Better Risk Intermediation
- Connections With The Real Economy
- Part VI Nowcasting with Alternative Data
- 24 Introduction to Part VI. Nowcasting is Coming
- 25 Data Preselection in Machine Learning Methods: An Application to Macroeconomic Nowcasting with Google Search Data
- 26 Alternative data and ML for macro nowcasting
- 27 Nowcasting Corporate Financials and Consumer Baskets with Alternative Data
- 28 NLP in Finance
- 29 The Exploitation of Recurrent Satellite Imaging for the Fine-Scale Observation of Human Activity
- Part VII Biases and Model Risks of Data-Driven Learning
- Index
25 - Data Preselection in Machine Learning Methods: An Application to Macroeconomic Nowcasting with Google Search Data
from Part VI - Nowcasting with Alternative Data
Published online by Cambridge University Press: 12 May 2023
- Frontmatter
- Contents
- Contributors
- Preface
- Interacting With Investors And Asset Owners
- Towards Better Risk Intermediation
- Connections With The Real Economy
- Part VI Nowcasting with Alternative Data
- 24 Introduction to Part VI. Nowcasting is Coming
- 25 Data Preselection in Machine Learning Methods: An Application to Macroeconomic Nowcasting with Google Search Data
- 26 Alternative data and ML for macro nowcasting
- 27 Nowcasting Corporate Financials and Consumer Baskets with Alternative Data
- 28 NLP in Finance
- 29 The Exploitation of Recurrent Satellite Imaging for the Fine-Scale Observation of Human Activity
- Part VII Biases and Model Risks of Data-Driven Learning
- Index
Summary
- Type
- Chapter
- Information
- Machine Learning and Data Sciences for Financial MarketsA Guide to Contemporary Practices, pp. 490 - 506Publisher: Cambridge University PressPrint publication year: 2023