From Opinion Mining to Financial Argument Mining

From Opinion Mining to Financial Argument Mining

Chung-Chi Chen / Hen-Hsen Huang / Hsin-Hsi Chen

47,12 €
IVA incluido
Disponible
Editorial:
Springer Nature B.V.
Año de edición:
2021
ISBN:
9789811628801
47,12 €
IVA incluido
Disponible

Selecciona una librería:

  • Librería Samer Atenea
  • Librería Aciertas (Toledo)
  • Kálamo Books
  • Librería Perelló (Valencia)
  • Librería Elías (Asturias)
  • Donde los libros
  • Librería Kolima (Madrid)
  • Librería Proteo (Málaga)

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.

Artículos relacionados

  • Transformation of Knowledge, Information and Data
    Patrick Van Bommel
    ...
  • Advanced Geospatial Practices in Natural Environment Resource Management
    Today, the relentless depletion of natural resources has reached a critical juncture, demanding innovative solutions. Advanced Geospatial Practices in Natural Environment Resource Management dives into the intricate tapestry of issues jeopardizing ecosystems. This book systematically dissects the fundamental drivers, traces the historical evolution, and elucidates the underlyin...
  • Advanced Geospatial Practices in Natural Environment Resource Management
    Today, the relentless depletion of natural resources has reached a critical juncture, demanding innovative solutions. Advanced Geospatial Practices in Natural Environment Resource Management dives into the intricate tapestry of issues jeopardizing ecosystems. This book systematically dissects the fundamental drivers, traces the historical evolution, and elucidates the underlyin...
    Disponible

    274,88 €

  • Accelerate Model Training with PyTorch 2.X
    Maicon Melo Alves
    Dramatically accelerate the building process of complex models using PyTorch to extract the best performance from any computing environmentKey Features- Reduce the model-building time by applying optimization techniques and approaches- Harness the computing power of multiple devices and machines to boost the training process- Focus on model quality by quickly evaluating differe...
    Disponible

    64,00 €

  • Information Theory for Data Science
    Changho Suh
    Information theory deals with mathematical laws that govern the flow, representation and transmission of information, just as the field of physics concerns laws that govern the behavior of the physical universe. The foundation was made in the context of communication while characterizing the fundamental limits of communication and offering codes (sometimes called algorithms) to...
  • Theory of Decision Under Uncertainty
    Itzhak Gilboa
    ...
    Disponible

    49,52 €