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Irfan Mohammad - Advanced Machine Learning Algorithms for Complex Financial Applications

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Irfan Mohammad Advanced Machine Learning Algorithms for Complex Financial Applications
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Advanced Machine Learning Algorithms for Complex Financial Applications: summary, description and annotation

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The advancements in Artificial Intelligence and Machine Learning have significantly affected the way financial services are offered and adopted today. Important financial decisions such as investment decision making, macroeconomic analysis, and credit evaluation are becoming more complex within the field of finance. Artificial Intelligence and Machine Learning, with their spectacular success accompanied by unprecedented accuracies, have become increasingly important in the finance world. Advanced Machine Learning Algorithms for Complex Financial Applications provides innovative research on the roles of Artificial Intelligence and Machine Learning algorithms in financial sectors with special reference to complex financial applications such as financial risk management in Big Data environments. In addition, the book addresses broad challenges in both theoretical and application aspects of Artificial Intelligence in the field of finance. Covering essential topics such as secure transactions, financial monitoring, and data modeling, this reference work is crucial for financial specialists, researchers, academicians, scholars, practitioners, instructors, and students.

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Advanced Machine Learning Algorithms for Complex Financial Applications - photo 1
Advanced Machine Learning Algorithms for Complex Financial Applications
  • Mohammad Irfan
    CMR Institute of Technology, India
  • Mohamed Elhoseny
    American University in the Emirates, UAE
  • Salina Kassim
    International Islamic University of Malaysia, Malaysia
  • Noura Metawa
    University of Sharjah, UAE

A volume in the Advances in Finance, Accounting, and Economics (AFAE) Book Series Book Series

Published in the United States of America by IGI Global an imprint of IGI - photo 2Published in the United States of America by IGI Global an imprint of IGI - photo 3

Published in the United States of America by IGI Global (an imprint of IGI Global) 701 E. Chocolate Avenue Hershey PA 17033 Tel: 717-533-8845 Fax: 717-533-8661 E-mail: cust@igi-global.com Web site: http://www.igi-global.com/reference

Copyright 2023 by IGI Global. All rights reserved. No part of this publication may be reproduced, stored or distributed in any form or by any means, electronic or mechanical, including photocopying, without written permission from the publisher.

Product or company names used in this set are for identification purposes only. Inclusion of the names of the products or companies does not indicate a claim of ownership by IGI Global of the trademark or registered trademark.

Library of Congress Cataloging-in-Publication Data


Names: Irfan, Mohammad, 1986- editor. | Elhoseny, Mohamed, editor. |
Kassim, Salina H., editor. | Metawa, Noura, editor.
Title: Advanced machine learning algorithms for complex financial
applications / Mohammad Irfan, Mohamed Elhoseny, Salina Kassim, and
Noura Saad Metawa, editors.
Description: Hershey, PA : Business Science Reference, [2022] | Includes
bibliographical references and index. | Summary: "This book clarifies
the vital role of artificial intelligence and machine learning on the
performance of complex financial applications processing a complex
banking and financial environment"-- Provided by publisher.
Identifiers: LCCN 2022001826 (print) | LCCN 2022001827 (ebook) | ISBN
9781668444832 (hardcover) | ISBN 9781668444849 (paperback) | ISBN
9781668444856 (ebook)
Subjects: LCSH: Finance--Data processing. | Machine learning. | Artificial
intelligence.
Classification: LCC HG173 .A345 2022 (print) | LCC HG173 (ebook) | DDC
332.0285--dc23/eng/20220329
LC record available at https://lccn.loc.gov/2022001826
LC ebook record available at https://lccn.loc.gov/2022001827

This book is published under the IGI Global book series Advances in Finance, Accounting, and Economics (AFAE) (ISSN: 2327-5677 eISSN: 2327-5685)

British Cataloguing in Publication Data

A Cataloguing in Publication record for this book is available from the British Library.

All work contributed to this book is new, previously-unpublished material. The views expressed in this book are those of the authors, but not necessarily of the publisher.

Advances in Finance Accounting and Economics AFAE Book Series Ahmed - photo 4
Advances in Finance, Accounting, and Economics (AFAE) Book Series

Ahmed Driouchi (Al Akhawayn University, Morocco)

ISSN: 2327-5677

Mission

In our changing economic and business environment, it is important to consider the financial changes occurring internationally as well as within individual organizations and business environments. Understanding these changes as well as the factors that influence them is crucial in preparing for our financial future and ensuring economic sustainability and growth.

The Advances in Finance, Accounting, and Economics (AFAE) book series aims to publish comprehensive and informative titles in all areas of economics and economic theory, finance, and accounting to assist in advancing the available knowledge and providing for further research development in these dynamic fields.

Coverage
  • Economics of Intellectual Property Rights
  • Banking
  • Behavioral Economics
  • Applied Accounting
  • Internet Banking
  • International Trade
  • Comparative Accounting Systems
  • Investments and Derivatives
  • Environmental and Social Accounting
  • Evidence-Based Studies

IGI Global is currently accepting manuscripts for publications within this series. To submit a proposal for a volume in this series please contact our Acquisition Editors at .

The Advances in Finance, Accounting, and Economics (AFAE) Book Series(ISSN 2327-5677) is published by IGI Global, 701 E. Chocolate Avenue, Hershey, PA 17033-1240, USA, www.igi-global.com. This series is composed of titlesavailable for purchase individually; each title is edited to be contextually exclusive from any other title within the series. For pricing and ordering information please visit http://www.igi-global.com/book-series/advances-finance-accounting-economics/73685. Postmaster: send all address changes to above address. Copyright 2023 IGI Global. All rights, including translation in other languages reserved by the pulisher. No part of this series may be reproduced or used in any form or by any means - graphics, electronic, or mechanical, including photocopying, recoreding, taping, or information and retrieval systems - without written permission from the publisher, except for non commercial, educational use, including classroom teaching purposes. The views expressed in this series are those of the authors, but not necessarily of IGI Global

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Business Science Reference copyright 2023 300pp H/C (ISBN: 9781668454831) US $215.00 (our price)

Handbook of Research on Changing World Economic Order in the Post-Pandemic Period
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