Artificial Intelligence Applied to Sustainable Fund Forecasting | An Ensemble Methods Approach with Embeddings

Fabiano Pedroso (u. a.)

ISBN 10: 6208975018 / ISBN 13: 9786208975012

Published by Our Knowledge Publishing, 2025

About this Item

Artificial Intelligence Applied to Sustainable Fund Forecasting | An Ensemble Methods Approach with Embeddings | Fabiano Pedroso (u. a.) | Taschenbuch | Englisch | 2025 | Our Knowledge Publishing | EAN 9786208975012 | Verantwortliche Person für die EU: SIA OmniScriptum Publishing, Brivibas Gatve 197, 1039 RIGA, LETTLAND, customerservice[at]vdm-vsg[dot]de | Anbieter: preigu.

Seller Inventory # 133537691

Bibliographic Details

• Title: Artificial Intelligence Applied to Sustainable Fund Forecasting | An Ensemble Methods Approach with Embeddings
• Publisher: Our Knowledge Publishing
• Publication Date: 2025
• Language: English
• ISBN 10: 6208975018
• ISBN 13: 9786208975012
• Binding: Taschenbuch
• Condition: Neu
• Dimensions: 220W x 150H x 4D millimeters 220 millimeters width by 150 millimeters height by 4 millimeters depth
• Weight: 102 grams
• Seller catalogs:
  • Bücher

About this title

Synopsis

This study develops a model for forecasting financial series, focusing on the Corporate Sustainability Index (ISE B3) and the ISUS11 fund, using Artificial Intelligence and Machine Learning techniques. The research combines the Kalman filter and the Bi-LSTM neural network using ensemble methods, with the aim of capturing the complexity and volatility of the financial markets. Model 3, which combines both, showed the best performance, with 90% accuracy in estimating tops and valleys. The combination of models proved to be effective in improving the accuracy and robustness of forecasts, highlighting the importance of hybrid approaches.