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Time Series Analysis: Forecasting and Control

by George E. P. Box, Gwilym M. Jenkins, Gregory C. Reinsel

A classic text that lays the foundation for time series analysis, offering methods for forecasting and control essential for financial applications.

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The Elements of Statistical Learning: Data Mining, Inference, and Prediction

by Trevor Hastie, Robert Tibshirani, Jerome Friedman

This influential book covers key statistical learning techniques, including those applicable to time series forecasting, enriching your analytical toolkit.

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Deep Learning for Time Series Forecasting

by Jason Brownlee

A practical guide that integrates deep learning techniques with time series forecasting, perfect for enhancing your AI skills in financial contexts.

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Forecasting: Methods and Applications

by Spyros Makridakis, Steven C. Wheelwright, Rob J. Hyndman

A comprehensive overview of forecasting methods, this book provides insights into practical applications in finance and beyond.

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Machine Learning for Time Series Forecasting

by Francesca Lazzeri

This book offers hands-on techniques for applying machine learning to time series data, ideal for your project on stock price predictions.

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Applied Predictive Modeling

by Max Kuhn, Kjell Johnson

Focusing on practical modeling techniques, this book is essential for building and evaluating predictive models in finance.

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Introduction to Time Series and Forecasting

by Peter J. Brockwell, Richard A. Davis

An accessible introduction to time series analysis, providing foundational knowledge vital for your forecasting endeavors.

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Financial Time Series Analysis

by Yacine Ait-Sahalia, Lars Peter Hansen

This book explores advanced methods for analyzing financial time series, crucial for understanding stock price movements.

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Practical Time Series Forecasting with R

by Galit Shmueli, Nitin R. Patel

A hands-on guide to time series forecasting using R, emphasizing practical applications relevant to financial data.

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Pattern Recognition and Machine Learning

by Christopher M. Bishop

A key resource for understanding machine learning techniques, this book will enhance your ability to apply AI in time series forecasting.

Dive into these transformative books to enrich your understanding and application of time series analysis. Let their insights guide your journey in predictive modeling!