Frontiers in Big Data

Scope & Guideline

Exploring New Horizons in Big Data Research

Introduction

Welcome to the Frontiers in Big Data information hub, where our guidelines provide a wealth of knowledge about the journal’s focus and academic contributions. This page includes an extensive look at the aims and scope of Frontiers in Big Data, highlighting trending and emerging areas of study. We also examine declining topics to offer insight into academic interest shifts. Our curated list of highly cited topics and recent publications is part of our effort to guide scholars, using these guidelines to stay ahead in their research endeavors.
LanguageEnglish
ISSN-
PublisherFRONTIERS MEDIA SA
Support Open AccessNo
Country-
Type-
Converge-
AbbreviationFRONT BIG DATA / Front. Big Data
Frequency1 issue/year
Time To First Decision-
Time To Acceptance-
Acceptance Rate-
Home Page-
AddressAVENUE DU TRIBUNAL FEDERAL 34, LAUSANNE CH-1015, SWITZERLAND

Aims and Scopes

The journal 'Frontiers in Big Data' focuses on advancing the field of big data through comprehensive research that encompasses a variety of interdisciplinary approaches, methodologies, and applications. It aims to foster innovation and provide a platform for the dissemination of cutting-edge research in the realm of big data analytics, technologies, and ethics.
  1. Big Data Analytics and Techniques:
    The journal emphasizes the development and application of advanced analytics techniques, including machine learning, data mining, and statistical analysis, to extract meaningful insights from large datasets across various domains.
  2. Interdisciplinary Applications:
    Research published in the journal spans a wide range of fields such as healthcare, finance, urban planning, and environmental studies, showcasing how big data can be leveraged to address complex challenges in these areas.
  3. Data Governance and Ethics:
    The journal addresses critical issues surrounding data governance, privacy, and ethical implications of big data usage, reflecting the growing concern for responsible data practices in research and industry.
  4. Innovative Technologies and Tools:
    Focus is placed on the exploration of new technologies and frameworks that facilitate big data processing and analysis, including cloud computing, IoT, and blockchain solutions.
  5. Community and Social Impact:
    Papers often explore the societal implications of big data, including its role in enhancing community engagement, public health, and sustainable development.
Recent publications in 'Frontiers in Big Data' reveal several emerging themes that are gaining traction. This section outlines the key areas of focus that reflect current trends in big data research and application.
  1. Automated and Explainable AI:
    There is a significant increase in research related to the automation of AI processes and the development of explainable AI frameworks, which are crucial for enhancing trust and transparency in AI applications.
  2. Health Data Analytics:
    The healthcare sector is seeing a surge in big data applications, particularly in predictive modeling, patient monitoring, and personalized medicine, highlighting the importance of data-driven decision-making in healthcare.
  3. Privacy-Preserving Technologies:
    Emerging research is focused on privacy-preserving techniques such as differential privacy and federated learning, which are essential in addressing growing concerns about data security and individual privacy.
  4. Integration of Multi-Modal Data:
    The trend towards integrating multi-modal data sources (e.g., text, images, sensor data) for comprehensive analysis is on the rise, as researchers seek to harness diverse data types for enhanced insights.
  5. Sustainability and Environmental Impact:
    Research exploring the role of big data in sustainability and environmental management is increasingly prevalent, reflecting a broader societal push towards addressing climate change and resource management challenges.

Declining or Waning

As the journal continues to evolve, certain themes have shown a decrease in prominence in recent years. This section highlights those areas that are becoming less prevalent in the journal's publications, indicating a potential shift in research focus.
  1. Traditional Data Processing Techniques:
    There has been a noticeable decline in papers focusing on traditional, non-automated data processing methodologies as researchers increasingly adopt more advanced, automated techniques such as machine learning and AI-driven approaches.
  2. Single-Domain Studies:
    Research that focuses exclusively on single-domain applications of big data is waning, with a growing trend toward interdisciplinary and multi-domain studies that leverage big data across various sectors.
  3. Descriptive Statistics and Simple Analytics:
    The use of basic descriptive statistics and simple analytical methods has decreased as the field moves toward more complex models and deep learning techniques that provide richer insights from data.
  4. Static Data Analysis:
    Papers that concentrate on static data analysis without considering dynamic, real-time data applications are becoming less frequent, reflecting the industry's shift towards real-time analytics and streaming data.
  5. Generalized Data Privacy Discussions:
    While data privacy remains crucial, general discussions on privacy without specific frameworks or innovative solutions are appearing less frequently, as the focus shifts towards more actionable and specific privacy methodologies.

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