A Comparison Of Machine Learning Models For Cryptocurrency Price Prediction
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A Comparison Of Machine Learning Models For Cryptocurrency Price Prediction
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Author : Dominique Prinz
language : en
Publisher:
Release Date : 2023
A Comparison Of Machine Learning Models For Cryptocurrency Price Prediction written by Dominique Prinz and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
In recent years, there have been advances in methods for time series analysis and prediction. This master’s thesis compares the effectiveness of state-of-the-art machine learningmodels for predicting cryptocurrency prices, considering their accuracy and usability invarious market conditions and for different cryptocurrencies. Utilizing the open-sourceprogramming language Python as a tool to connect to third-party application programming interfaces (APIs), a comprehensive data set is generated. This data set includesvariables that influence prices and serves as the foundational basis for training the models. Furthermore, this thesis also discusses the various model architectures, introduces aframework for time series prediction, and performs statistical analysis and interpretationof the model outcomes. Moreover, it defines and deliberates on the trade-offs betweenmodel performance and complexity. Although this thesis offers a thorough comparisonof cutting-edge machine learning models for cryptocurrency price prediction, it does notdefinitively pinpoint the most promising approach for practical use due to the uniquestrengths and weaknesses of each model. However, by exploring additional features andadjusting the model specifications, the predictive capabilities of these models could beharnessed to assist future investor decision making.
Ffit 2022
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Author : Holger Haldenwang
language : en
Publisher: European Alliance for Innovation
Release Date : 2023-04-14
Ffit 2022 written by Holger Haldenwang and has been published by European Alliance for Innovation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-14 with Business & Economics categories.
The 2022 International Conference on Financial Innovation, FinTech and Information Technology (FFIT 2022), hosted by Shenzhen University of Technology and organized by the Financial Innovation and Fintech Research Center of Shenzhen University of Technology, was held on October 28-30, 2022 in Shenzhen, China. Due to the current COVID-19 pandemic and the strict travelling rules, it is still difficult to take international travel for all our attendees to participate in the conference. Therefore, FFIT 2022 was held as a hybrid event. FFIT 2022 brought together innovative academics and industrial experts in the field of Financial Innovation, Financial Technology and Information Technology to discuss the latest research results in this field.
Proceedings Of The 2022 International Conference On Mathematical Statistics And Economic Analysis Msea 2022
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Author : Gaikar Vilas Bhau
language : en
Publisher: Springer Nature
Release Date : 2024-03-13
Proceedings Of The 2022 International Conference On Mathematical Statistics And Economic Analysis Msea 2022 written by Gaikar Vilas Bhau and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-13 with Mathematics categories.
This is an open access book. 2022 International Conference on Mathematical Statistics and Economic Analysis(MSEA 2022) will be held in Dalian, China from May 27 to 29, 2022. Based on probability theory, mathematical statistics studies the statistical regularity of a large number of random phenomena, and infers and forecasts the whole. Economic development is very important to people's life and the country. Through data statistics and analysis, we can quickly understand the law of economic development. This conference combines mathematical statistics and economic analysis for the first time to explore the relationship between them, so as to provide a platform for experts and scholars in the field of mathematical statistics and economic analysis to exchange and discuss.
Machine Learning And Modeling Techniques In Financial Data Science
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Author : Chen, Haojun
language : en
Publisher: IGI Global
Release Date : 2025-01-22
Machine Learning And Modeling Techniques In Financial Data Science written by Chen, Haojun and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-22 with Business & Economics categories.
The integration of machine learning and modeling in finance is transforming how data is analyzed, enabling more accurate predictions, risk assessments, and strategic planning. These advanced techniques empower financial professionals to uncover hidden patterns, automate complex processes, and enhance decision-making in volatile markets. As industries increasingly rely on data-driven insights, the adoption of these tools contributes to greater efficiency, reduced uncertainty, and competitive advantage. This technological shift not only drives innovation within financial sectors but also supports broader economic stability and growth by improving forecasting and mitigating risks. Machine Learning and Modeling Techniques in Financial Data Science provides an updated review and highlights recent theoretical advances and breakthroughs in professional practices within financial data science, exploring the strategic roles of machine learning and modeling techniques across various domains in finance. It offers a comprehensive collection that brings together a wealth of knowledge and experience. Covering topics such as algorithmic trading, financial technology (FinTech), and natural language processing (NLP), this book is an excellent resource for business professionals, leaders, policymakers, researchers, academicians, and more.
Intersection Of Artificial Intelligence Data Science And Cutting Edge Technologies From Concepts To Applications In Smart Environment
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Author : Yousef Farhaoui
language : en
Publisher: Springer Nature
Release Date : 2025-06-30
Intersection Of Artificial Intelligence Data Science And Cutting Edge Technologies From Concepts To Applications In Smart Environment written by Yousef Farhaoui and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-30 with Computers categories.
Offering a comprehensive exploration, this book navigates through foundational concepts to advanced applications, providing readers with a holistic understanding of how these domains intersect to create intelligent and responsive environments. The Intersection of Artificial Intelligence, Data Science, and Cutting-Edge Technologies: From Concepts to Applications in Smart Environments delves into the convergence of AI, data science, and innovative technologies within the realm of smart environments. Through a blend of theoretical insights and practical examples, the book illuminates the synergies between AI and data science, showcasing their pivotal roles in shaping the future of smart environments. From sensor technologies to machine learning algorithms, the text elucidates the mechanisms driving intelligence in these environments, while also delving into the ethical considerations and societal impacts of deploying such technologies. Whether you're a researcher, practitioner, or enthusiast in the fields of AI, data science, or smart environments, this book serves as a guiding beacon, offering valuable insights and methodologies to navigate the complexities of creating and optimizing intelligent environments for the benefit of society.
Recent Trends In Engineering And Science For Resource Optimization And Sustainable Development
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Author : Dorota Jelonek
language : en
Publisher: CRC Press
Release Date : 2025-01-15
Recent Trends In Engineering And Science For Resource Optimization And Sustainable Development written by Dorota Jelonek and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-15 with Technology & Engineering categories.
International Conference on Contemporary Trends In Multidisciplinary Research& Innovation (ICCTMRI- 2023) was conducted by Birla Institute of Technology Mesra, Ranchi Off Campus Jaipur, Rajasthan, India. ICCTMRI– 2023 provided a unique opportunity to interact with researchers, academicians, scientists, and specialists in the various research and development fields of Biotechnology and Bioengineering, Management, Animation, Science and Technology across the globe. ICCTMRI– 2023 offered a platform for global experts to gather and interact intensively on the topics of Animation, Biotechnology, Computer Science, Electronics Engineering, Electrical Engineering, Environmental Engineering, Management Practices, and Multimedia and Sciences.
Ffit 2023
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Author : William Yeoh
language : en
Publisher: European Alliance for Innovation
Release Date : 2023-10-26
Ffit 2023 written by William Yeoh and has been published by European Alliance for Innovation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-26 with Computers categories.
This book contains the proceedings of the 2nd International Conference on Financial Innovation, FinTech and Information Technology (FFIT 2023) held in Chongqing, China from July 7th to 9th, 2023. FFIT 2023 focuses on Economic statistics under big data, Financial risk control, Economic Modeling and Software Engineering, Accounting and Financial Information Systems, Innovative Supply Chain Financial Services and other fields. The aim of the conference is to provide a platform for experts, scholars, engineers, technicians and technical R&D personnel to share scientific research achievements and cutting-edge technologies, understand academic development trends, expand research ideas, strengthen academic research and discussion, and promote the industrialization cooperation of academic achievements. We hope that this conference will continue to be held in the coming years, making it an ideal platform for people to share views and experiences in financial innovation and economic development and related areas. We would also like to thank the invited speakers for their valuable contributions and for sharing their perspectives during their speeches.
Quantitative Methods For Economics And Finance
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Author : J.E. Trinidad-Segovia
language : en
Publisher: MDPI
Release Date : 2021-02-12
Quantitative Methods For Economics And Finance written by J.E. Trinidad-Segovia and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-12 with Business & Economics categories.
This book is a collection of papers for the Special Issue “Quantitative Methods for Economics and Finance” of the journal Mathematics. This Special Issue reflects on the latest developments in different fields of economics and finance where mathematics plays a significant role. The book gathers 19 papers on topics such as volatility clusters and volatility dynamic, forecasting, stocks, indexes, cryptocurrencies and commodities, trade agreements, the relationship between volume and price, trading strategies, efficiency, regression, utility models, fraud prediction, or intertemporal choice.
Proceedings Of The 2023 International Conference On Finance Trade And Business Management Ftbm 2023
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Author : Amalendu Bhunia
language : en
Publisher: Springer Nature
Release Date : 2023-11-30
Proceedings Of The 2023 International Conference On Finance Trade And Business Management Ftbm 2023 written by Amalendu Bhunia and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-30 with Business & Economics categories.
This is an open access book. Finance and trade are the keys to the world's continued economic and social development. Studying finance and trade can help us better understand how the world works. In addition, business management is crucial for an enterprise and a country's sustainable development. The conference mainly focused on research fields such as finance, trade, and business management. The 2023 International Conference on Finance, Trade, and Business Management(FTBM2023)will be held on September 22-24, 2023 by ZOOM. The purpose of the conference is to provide a chance for experts and scholars engaged in finance, trade, and business management-related research to exchange scientific research results and cutting-edge technologies, understand academic development trends, broaden research ideas, strengthen academic research and discussions, and promote cooperation in the industrialization of academic achievements. We sincerely invite experts, scholars, business people, and other relevant people from universities and scientific research institutions at home and abroad to attend the conference!
Multidisciplinary Approaches For Sustainable Development
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Author : Anshuman Tripathi
language : en
Publisher: CRC Press
Release Date : 2024-11-25
Multidisciplinary Approaches For Sustainable Development written by Anshuman Tripathi and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-25 with Business & Economics categories.
In a world where the pace of technological advancement continues to accelerate, the imperative to ensure sustainable development has never been more pressing to address the same, the 1st International Conference on Multidisciplinary Approaches for Sustainable Development in Science & Technology (MASDST - 2024), took place at Manipal University Jaipur, Rajasthan, India, from 28th to 29th March 2024. Embracing the spirit of innovation and collaboration, this conference marks a significant milestone in the pursuit of sustainable solutions for our global challenges.