From Opinion Mining To Financial Argument Mining

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From Opinion Mining To Financial Argument Mining
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Author : Chung-Chi Chen
language : en
Publisher: Springer Nature
Release Date : 2021-05-20
From Opinion Mining To Financial Argument Mining written by Chung-Chi Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-20 with Computers categories.
Opinion mining is a prevalent research issue in many domains. In the financial domain, however, it is still in the early stages. Most of the researches on this topic only focus on the coarse-grained market sentiment analysis, i.e., 2-way classification for bullish/bearish. Thanks to the recent financial technology (FinTech) development, some interdisciplinary researchers start to involve in the in-depth analysis of investors' opinions. These works indicate the trend toward fine-grained opinion mining in the financial domain. When expressing opinions in finance, terms like bullish/bearish often spring to mind. However, the market sentiment of the financial instrument is just one type of opinion in the financial industry. Like other industries such as manufacturing and textiles, the financial industry also has a large number of products. Financial services are also a major business for many financial companies, especially in the context of the recent FinTech trend. For instance, many commercial banks focus on loans and credit cards. Although there are a variety of issues that could be explored in the financial domain, most researchers in the AI and NLP communities only focus on the market sentiment of the stock or foreign exchange. This open access book addresses several research issues that can broaden the research topics in the AI community. It also provides an overview of the status quo in fine-grained financial opinion mining to offer insights into the futures goals. For a better understanding of the past and the current research, it also discusses the components of financial opinions one-by-one with the related works and highlights some possible research avenues, providing a research agenda with both micro- and macro-views toward financial opinions.
From Opinion Mining To Financial Argument Mining
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Author : Chung-Chi Chen
language : en
Publisher:
Release Date : 2021
From Opinion Mining To Financial Argument Mining written by Chung-Chi Chen and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with Electronic books categories.
Opinion mining is a prevalent research issue in many domains. In the financial domain, however, it is still in the early stages. Most of the researches on this topic only focus on the coarse-grained market sentiment analysis, i.e., 2-way classification for bullish/bearish. Thanks to the recent financial technology (FinTech) development, some interdisciplinary researchers start to involve in the in-depth analysis of investors' opinions. These works indicate the trend toward fine-grained opinion mining in the financial domain. When expressing opinions in finance, terms like bullish/bearish often spring to mind. However, the market sentiment of the financial instrument is just one type of opinion in the financial industry. Like other industries such as manufacturing and textiles, the financial industry also has a large number of products. Financial services are also a major business for many financial companies, especially in the context of the recent FinTech trend. For instance, many commercial banks focus on loans and credit cards. Although there are a variety of issues that could be explored in the financial domain, most researchers in the AI and NLP communities only focus on the market sentiment of the stock or foreign exchange. This open access book addresses several research issues that can broaden the research topics in the AI community. It also provides an overview of the status quo in fine-grained financial opinion mining to offer insights into the futures goals. For a better understanding of the past and the current research, it also discusses the components of financial opinions one-by-one with the related works and highlights some possible research avenues, providing a research agenda with both micro- and macro-views toward financial opinions.
Agent Ai For Finance
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Author : Chung-Chi Chen
language : en
Publisher: Springer Nature
Release Date : 2025-08-17
Agent Ai For Finance written by Chung-Chi Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-17 with Computers categories.
This open access book provides an overview of the current state of financial argument mining and financial text generation, and presents the authors’ thoughts on the blueprint for NLP in finance in the agent AI era. Financial documents contain numerous causal inferences and subjective opinions. In a previous book, “From Opinion Mining to Financial Argument Mining” (Springer, 2021), the first author discussed understanding financial documents in a fine-grained manner, particularly those containing opinions. The book highlighted several future directions, such as financial argument mining, multimodal opinion understanding, and analysis generation, and anticipated a lengthy journey for these topics. However, since 2022, ChatGPT and large language models (LLMs) have shown promising advancements, motivating the authors to write this second book on the topic of financial Natural Language Processing (NLP). Agent-based AI systems have been widely discussed since the advent of LLMs. This book aims to equip researchers and practitioners with the latest methodologies, concepts, and frameworks for developing, deploying, and evaluating AI agents with capabilities in multimodal understanding, decision-making, and interaction. It places a special emphasis on human-centered decision-making and multi-agent cooperation in financial applications. The book surveys the current landscape and discuss future research and development directions. Targeting a wide audience, from students to seasoned researchers in AI and finance, this book offers an overview of recent trends in Agent AI for finance. It provides a foundation for students to understand the field and design their research direction, while inviting experienced researchers to engage in discussions on open research questions informed by pilot experimental results. Although this book focuses on financial applications, the discussed concepts and methods can also be applied to other real-world applications by integrating domain-specific characteristics. The authors look forward to seeing new findings and more novel extensions based on the proposed ideas.
Advanced Technologies Systems And Applications Viii
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Author : Naida Ademović
language : en
Publisher: Springer Nature
Release Date : 2023-08-31
Advanced Technologies Systems And Applications Viii written by Naida Ademović and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-31 with Technology & Engineering categories.
This book presents proceedings of the 14th Days of Bosnian-Herzegovinian American Academy of Arts and Sciences held in Tuzla, BIH, June 1–4, 2023. Delve into the intellectual tapestry that emerged from this event, as we unveil our highly anticipated Conference Proceedings Book. This groundbreaking publication captures the essence of seven captivating technical sessions spanning from Civil Engineering through Power Electronics all the way to Data Sciences and Artificial Intelligence, each exploring a distinct realm of innovation and discovery. Uniting diverse disciplines, this publication catalyzes interdisciplinary collaboration, forging connections that transcend traditional boundaries. Within these pages, readers find a compendium of knowledge, insights, and research findings from leading researchers in their respective fields. The editors would like to extend special gratitude to the chairs of all symposia for their dedicated work in the production of this volume.
The Palgrave Handbook Of Fintech In Africa And Middle East
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Author : Konstantinos Tsanis
language : en
Publisher: Springer Nature
Release Date : 2025-08-11
The Palgrave Handbook Of Fintech In Africa And Middle East written by Konstantinos Tsanis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-08-11 with Business & Economics categories.
This book tells the African FinTech stories and provides a comprehensive overview of the current situations within the five economic zones in Africa - the Southern African Development Community (SADC), the East African Community (EAC), the Economic Community of West African States (ECOWAS), the Common Market for Eastern and Southern Africa (COMESA), and the Arab Maghreb Union (AMU), North Africa and the GCC countries. It explores the intersection of finance and technology, highlighting the latest trends and innovations in the African FinTech landscape, and examines the technology behind financial services in Africa, including mobile money services, blockchain, and digital payment solutions. It addresses the economic impact of FinTech on African countries, including how it is transforming financial inclusion, entrepreneurship, and investment. It discusses the regulatory and policy environment for FinTech in Africa and Middle East, including how governments and policymakers are responding to the growth of the sector and what challenges they face with real-life examples of African entrepreneurs who are leveraging technology to innovate and disrupt traditional financial services, highlighting their successes, challenges, and impact on the sector. It offers real-world case studies to illustrate how FinTech is being used in African and Middle East communities with a deeper understanding of its impact on individuals and businesses. It will be helpful for entrepreneurs, academics, bankers, consultants, investors, and policymakers.
Beyond Fintech
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Author : Bernardo Nicoletti
language : en
Publisher: Springer Nature
Release Date : 2022-04-11
Beyond Fintech written by Bernardo Nicoletti and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-11 with Business & Economics categories.
Enterprise management theories about the so-called bionic organization currently face a significant funding gap. Bionic theories have been mainly applied to enterprise lifecycle because of the presence of similarities between economic organizations and organisms. The digital transformation has offered advancements in the bionics research field which enable us to discuss bionic organizations for the first time as business realities in which humans and machines, especially robotic process automation systems and artificial intelligence tools, cooperate in executing operations. This book determines how a bionic organization can be defined and what are its fundamental elements in the case of banking. Specifically, it investigates the two pillars of bionic enterprise which are technology and humans, as well as the core objectives and outcomes. In order to provide an exhaustive overview, the book proposes a new conceptualization of the business model of a bionic organization on the basis of the Business Model Canvas framework. Ultimately, the study of bionic organizations is aimed to discover also how they evolved in the post pandemic phase as a result of the disruptive events generated by the spread of the pandemic. The research on the book has been conducted through a qualitative and descriptive methodology with the intent to build further knowledge about the topic starting from the information available in literature. To provide actual evidence of the reality of bionic financial services, the book includes case studies. The organizations observed in the study have been selected since they present some of the key traits identified by the bionic enterprise theory. The book demonstrates that bionic enterprise theory can be further enriched with the conceptualization of a bionic business model in which the paradigm of collaboration between humans and machines is a recurring element.
Opinion Mining And Sentiment Analysis
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Author : Bo Pang
language : en
Publisher: Now Publishers Inc
Release Date : 2008
Opinion Mining And Sentiment Analysis written by Bo Pang and has been published by Now Publishers Inc this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Computers categories.
This survey covers techniques and approaches that promise to directly enable opinion-oriented information-seeking systems.
Computer And Information Science 2021 Summer
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Author : Roger Lee
language : en
Publisher: Springer Nature
Release Date : 2021-06-23
Computer And Information Science 2021 Summer written by Roger Lee and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-23 with Technology & Engineering categories.
This edited book presents scientific results of the 20th IEEE/ACIS International Summer Semi-Virtual Conference on Computer and Information Science (ICIS 2021) held on June 23–25, 2021 in Shanghai, China. The aim of this conference was to bring together researchers and scientists, businessmen and entrepreneurs, teachers, engineers, computer users, and students to discuss the numerous fields of computer science and to share their experiences and exchange new ideas and information in a meaningful way. Research results about all aspects (theory, applications and tools) of computer and information science, and to discuss the practical challenges encountered along the way and the solutions adopted to solve them. The conference organizers selected the best papers from those papers accepted for presentation at the conference. The papers were chosen based on review scores submitted by members of the program committee and underwent further rigorous rounds of review. From this second round of review, 13 of the conference’s most promising papers are then published in this Springer (SCI) book and not the conference proceedings. We impatiently await the important contributions that we know these authors will bring to the field of computer and information science.
Database And Expert Systems Applications
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Author : Christine Strauss
language : en
Publisher: Springer Nature
Release Date : 2023-08-15
Database And Expert Systems Applications written by Christine Strauss and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-15 with Computers categories.
The two-volume set, LNCS 14146 and 14147 constitutes the thoroughly refereed proceedings of the 34th International Conference on Database and Expert Systems Applications, DEXA 2023, held in Penang, Malaysia, in August 2023. The 49 full papers presented together with 35 short papers were carefully reviewed and selected from a total of 155 submissions. The papers are organized in topical sections as follows: Part I: Data modeling; database design; query optimization; knowledge representation; Part II: Rule-based systems; natural language processing; deep learning; neural networks.
Transforming Health Care
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Author : Phil Fasano
language : en
Publisher: John Wiley & Sons
Release Date : 2013-01-29
Transforming Health Care written by Phil Fasano and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-01-29 with Business & Economics categories.
The future of healthcare technologies, and what they mean for investors and entrepreneurs The healthcare technology revolution is just around the corner. And when it arrives, it will change and enrich our lives in ways we can only begin to imagine. Doctors will perform blood pressure readings via video chat and nutritionists will analyze diet based on photos taken with cellphone cameras. Transforming Health Care combines healthcare, technology, and finance in an innovative new way that explains the future of healthcare and its effects on patient care, exploring the emergence of electronic tools that will transform the medical industry. Explaining how technology, not politics, will lead the future of the healthcare revolution, author and healthcare technology expert Phil Fasano presents real-life examples that show how the next generation of medical breakthroughs will come from the instant exchange of information across the world Explores how new technologies will radically change the future of healthcare by making it easier to share information rapidly Explains what the future of the high tech medical industry means for investors and entrepreneurs Written by a respected healthcare and health technology expert Offering an unprecedented look at how technology is transforming the healthcare industry, and what it will mean for future investors and entrepreneurs, Transforming Health Care is a remarkable insight into the next generation of health technologies.