Author: Heng Chen

Affiliation: Department of Marketing, Northern Arizona University, Arizona, United States

Cryptocurrency Market Forecasting With Catboost Models

eBook: US $49 Special Offer (PDF + Printed Copy): US $84
Printed Copy: US $59
Library License: US $196
ISBN: 978-981-5305-52-4 (Print)
ISBN: 978-981-5305-51-7 (Online)
Year of Publication: 2025
DOI: 10.2174/97898153055171250101

Introduction

Cryptocurrency Market Forecasting With Catboost Models explores the intersection of Financial Technology (FinTech) and Big Data Analytics, specifically their impact on cryptocurrency market predictions. It also discusses advanced machine learning techniques, such as the Catboost model, and the evolving landscape of technologies like quantum computing and blockchain.

The book outlines the role of digital transformation in finance by introducing FinTech and its evolution. It then covers cryptocurrency market forecasting, addressing its unique challenges and opportunities. Detailed chapters follow the Catboost model, covering its features, practical applications, and advantages. Essential topics include data cleaning, feature engineering, and data preprocessing for robust predictive models. The book also explores big data analytics, distributed computing frameworks, and ethical considerations in AI for market predictions. Real-world case studies illustrate key concepts, concluding with a forward-looking analysis of emerging technologies.

Key Features:

  • - Comprehensive coverage of FinTech and its impact on market predictions.
  • - Detailed explanation and practical applications of the Catboost model.
  • - Insights into data preprocessing, feature engineering, and model evaluation.
  • - Exploration of big data analytics and distributed computing in finance.
  • - Discussion of ethical considerations and regulatory challenges in AI for market predictions.
  • - Real-world case studies and examples.


Readership

Suitable for students in finance, computer science, and data analytics, and professionals in finance and technology sectors, including data scientists, financial analysts, and investment managers. This book is a valuable resource for anyone looking to deepen their understanding of FinTech's impact on cryptocurrency market forecasting using cutting-edge machine learning methodologies.

Preface

- Pp. i
Heng Chen*
Download Free

Financial Technology Trends and Cryptocurrency Dynamics

- Pp. 1-13 (13)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Catboost Model Unveiled

- Pp. 14-48 (35)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Big Data in Market Forecasting

- Pp. 49-70 (22)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Foundations of Cryptomarket Analysis

- Pp. 71-91 (21)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Practical Application of the Catboost Model

- Pp. 92-118 (27)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Optimizing Big Data Strategies

- Pp. 119-133 (15)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Case Studies: Successful Market Predictions

- Pp. 134-149 (16)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

The Future of Market Predictions

- Pp. 150-163 (14)
Heng Chen*

PDF Price: $15

View Abstract Purchase Chapter

Subject Index

- Pp. 164-168 (5)
Heng Chen*
Download Free