Frontiers in Neuroinformatics

Scope & Guideline

Unveiling Insights into Neural Data and Computational Models

Introduction

Immerse yourself in the scholarly insights of Frontiers in Neuroinformatics with our comprehensive guidelines detailing its aims and scope. This page is your resource for understanding the journal's thematic priorities. Stay abreast of trending topics currently drawing significant attention and explore declining topics for a full picture of evolving interests. Our selection of highly cited topics and recent high-impact papers is curated within these guidelines to enhance your research impact.
LanguageEnglish
ISSN-
PublisherFRONTIERS MEDIA SA
Support Open AccessNo
Country-
Type-
Converge-
AbbreviationFRONT NEUROINFORM / Front. Neuroinformatics
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

Frontiers in Neuroinformatics aims to advance the field of neuroscience through innovative research methods, computational modeling, and data analysis techniques. The journal focuses on the integration of neuroinformatics with machine learning, data sharing, and the development of tools for better understanding brain function and disorders.
  1. Neuroinformatics and Data Sharing:
    The journal emphasizes the importance of neuroinformatics in organizing, analyzing, and sharing neuroscience data, facilitating collaborative research and reproducibility.
  2. Machine Learning Applications:
    A core focus is on the application of machine learning techniques to analyze neuroimaging data, EEG signals, and other physiological data to improve diagnosis and treatment of neurological disorders.
  3. Computational Modeling of Brain Functions:
    Research on developing computational models that simulate brain functions, neurophysiological processes, and neurodevelopmental dynamics is a significant theme.
  4. Innovative Analysis Tools:
    The journal promotes the development of new tools and methodologies for data analysis, including frameworks for EEG, fMRI, and other imaging modalities.
  5. Understanding Neurological Disorders:
    A consistent aim is to leverage neuroinformatics to better understand and treat various neurological disorders, including Alzheimer's disease, epilepsy, and schizophrenia.
The landscape of neuroinformatics is rapidly evolving, with new trends and emerging themes that reflect the integration of technology, data science, and neuroscience. This section outlines the most prominent recent themes in the journal's publications.
  1. Federated Learning and Data Privacy:
    Recent publications increasingly focus on federated learning approaches that allow for collaborative analysis of neuroimaging data while preserving patient privacy, reflecting the growing concern for ethical data use in research.
  2. Explainable AI in Neuroscience:
    There is a rising emphasis on explainable artificial intelligence (AI) methods that provide insights into the decision-making processes of machine learning models applied to neuroimaging, enhancing interpretability and trust in AI-driven analyses.
  3. Integration of Multi-Omics and Neuroimaging:
    Emerging themes include the integration of multi-omics data (genomics, proteomics, etc.) with neuroimaging modalities, aiming to provide a more comprehensive understanding of brain disorders.
  4. Dynamic and Real-Time Data Analysis:
    There is a growing interest in methodologies that enable real-time analysis of dynamic brain data, particularly in the context of EEG and neurofeedback applications.
  5. Advanced Neural Network Architectures:
    The use of sophisticated neural network architectures, including transformers and graph neural networks, is increasingly common in papers, reflecting the trend towards more powerful and flexible modeling techniques.

Declining or Waning

As the field of neuroinformatics evolves, certain themes have seen a decline in focus over recent years. This section highlights areas that are becoming less prominent in the journal's publication landscape.
  1. Traditional Statistical Methods:
    There has been a noticeable decline in the publication of papers relying solely on traditional statistical methods for neuroimaging analysis, as the focus shifts towards more advanced machine learning techniques.
  2. Basic Neuroscience Studies:
    Research that solely focuses on basic neuroscience without integrating computational tools or data analysis techniques is becoming less frequent, reflecting a shift towards more applied neuroinformatics.
  3. Single-Modal Imaging Studies:
    Studies that focus exclusively on single-modal imaging techniques (e.g., just fMRI or just EEG) are declining, as there is a growing trend towards multimodal approaches that integrate various data sources.
  4. Overly Simplistic Models:
    The journal has seen fewer submissions of simplistic computational models that do not adequately reflect the complexity of brain functions and interactions.

Similar Journals

Current Alzheimer Research

Fostering Insights to Combat Alzheimer's Disease
Publisher: BENTHAM SCIENCE PUBL LTDISSN: 1567-2050Frequency: 8 issues/year

Current Alzheimer Research is a pivotal journal dedicated to advancing knowledge in the field of neurology, with a particular focus on Alzheimer's disease and related neurodegenerative disorders. Published by BENTHAM SCIENCE PUBL LTD, this journal contributes to the growing body of literature aimed at bridging the gap between clinical research and practical application. Operating out of the United Arab Emirates, it has established itself as a reputable source for interdisciplinary research and clinical studies, reflecting its category quartiles ranking of Q3 in both Neurology and Clinical Neurology as of 2023. The journal, which spans from 2004 to 2024, provides scientists, clinicians, and students with up-to-date research findings while fostering an environment of knowledge exchange. Researchers are encouraged to submit their work, share insights, and engage with the latest discoveries that aim to enhance understanding and treatment strategies in Alzheimer’s disease, thereby addressing one of the most pressing challenges in neuroscience today.

TRENDS IN NEUROSCIENCES

Illuminating Pathways in Brain Research
Publisher: CELL PRESSISSN: 0166-2236Frequency: 12 issues/year

TRENDS IN NEUROSCIENCES, published by CELL PRESS, is a leading journal in the field of neuroscience, offering cutting-edge insights and important developments in the rapidly evolving landscape of brain research. With an impressive Impact Factor and ranking in the top quartile (Q1) of the category for Neuroscience (miscellaneous), it is positioned as a vital resource for researchers and professionals seeking to stay abreast of the latest discoveries and trends from 1978 to the present. Specifically ranked #3 out of 113 in General Neuroscience by Scopus, this journal promotes the interdisciplinary exchange of ideas and knowledge, making it an essential platform for students and experienced scholars alike. Although it is not an Open Access journal, its value lies in its rigorous peer-review process and commitment to maintaining the highest standards of academic integrity. By continuing to explore the complexities of neural processes and behavior, TRENDS IN NEUROSCIENCES plays a crucial role in shaping the future of neuroscience research and education.

CEREBRAL CORTEX

Shaping the future of neuroscience discovery.
Publisher: OXFORD UNIV PRESS INCISSN: 1047-3211Frequency: 12 issues/year

CEREBRAL CORTEX, published by Oxford University Press Inc, is a premier journal dedicated to advancing the field of neuroscience, specifically focusing on the cellular, molecular, and cognitive aspects of cortical structure and function. With an impressive impact factor that situates it in the top quartile (Q1) of its categories for 2023, this journal holds significant relevance for researchers and professionals interested in the latest discoveries and methodologies in both Cognitive Neuroscience (ranked #31 out of 115) and Cellular and Molecular Neuroscience (ranked #48 out of 97). Operating without an open access model, it ensures rigorous peer review and dissemination of high-quality research from across the globe. Since its inception in 1991, CEREBRAL CORTEX has established itself as a critical platform for educators and inventors, pushing the boundaries of knowledge in understanding brain function and its implications for behavior. Researchers and students alike will find this journal an invaluable resource for both foundational and cutting-edge studies in neuroscience.

NEUROIMAGE

Bridging Cognitive Neuroscience and Neurology through Imaging
Publisher: ACADEMIC PRESS INC ELSEVIER SCIENCEISSN: 1053-8119Frequency: 20 issues/year

NEUROIMAGE, published by Academic Press Inc Elsevier Science, is a leading international journal dedicated to advancing the fields of cognitive neuroscience and neurology. With an impressive impact factor that places it in the Q1 category for both disciplines, NEUROIMAGE stands at the forefront of disseminating high-quality research that employs advanced imaging methods to elucidate the workings of the human brain. As a pivotal platform since its inception in 1992, this journal has continued to thrive, embracing Open Access publishing since 2020 to ensure wider dissemination and accessibility of cutting-edge findings. With a Scopus rank of 7th in cognitive neuroscience and 13th in neurology, and situated in the 94th and 93rd percentiles respectively, NEUROIMAGE serves as an invaluable resource for researchers, professionals, and students alike seeking to explore the intricate relationships between brain structure and function. For more information, please visit their office at 525 B ST, STE 1900, SAN DIEGO, CA 92101-4495.

Biocybernetics and Biomedical Engineering

Pioneering Research at the Intersection of Health and Technology
Publisher: ELSEVIERISSN: 0208-5216Frequency: 4 issues/year

Biocybernetics and Biomedical Engineering, published by ELSEVIER in the Netherlands, is a prestigious journal that stands at the forefront of the intersecting fields of biomedical engineering and artificial intelligence. With an impressive Impact Factor that places it in the Q1 category for Biomedical Engineering, this journal not only ranks 17th out of 303 in Scopus but also boasts a remarkable percentile ranking of 94th, highlighting its influence and relevance within the scientific community. Since its inception in 2008, Biocybernetics and Biomedical Engineering has aimed to publish cutting-edge research that integrates principles of cybernetics with technological advancements in health care, thereby fostering innovations that improve patient outcomes. Dedicated to advancing knowledge in biomedical technology, the journal serves as a vital resource for researchers, professionals, and students seeking to explore the latest developments and methodologies in the field.

CLINICAL EEG AND NEUROSCIENCE

Transforming Clinical Understanding with Cutting-Edge Research
Publisher: SAGE PUBLICATIONS INCISSN: 1550-0594Frequency: 6 issues/year

CLINICAL EEG AND NEUROSCIENCE, published by SAGE Publications Inc, stands as a pivotal journal in the fields of neurology and neuroscience, with a focus on the latest research and advancements in clinical electroencephalography and neurophysiology. Since its inception in 1970, the journal has provided a platform for rigorous scholarly work, offering valuable insights into neurological disorders and EEG technology. With its current categorization in the Q2 and Q3 quartiles across various subfields of medicine and neurology, it ranks prominently in the Scopus database, emphasizing its significance in academic discourse. The journal's commitment to disseminating high-quality research is underscored by its open access options, facilitating broader accessibility to its published findings. For researchers, clinicians, and students alike, CLINICAL EEG AND NEUROSCIENCE remains an essential resource for keeping abreast of the evolving landscape of neurological studies.

NeuroImage-Clinical

Shaping the Future of Neuroscience through Collaborative Research
Publisher: ELSEVIER SCI LTDISSN: 2213-1582Frequency:

NeuroImage-Clinical is a premier open access journal published by Elsevier Science Ltd, dedicated to advancing the field of clinical neuroimaging and its applications in a variety of neurological disorders. With an ISSN of 2213-1582, this journal has established itself as a leading source of innovative research since its inception in 2012, now continuing through 2024. Recognized for its high impact, it occupies the top quartile (Q1) in prestigious categories such as Cognitive Neuroscience, Neurology, and Radiology, affirming its relevance in clinical and research settings. Its Scopus rankings further exemplify its significant contribution to the disciplines of Radiology and Neurology, consistently placing it among the top tiers of journals in these fields. This journal not only provides critical insights for researchers and professionals but also serves as a valuable resource for students, fostering an understanding of the complexities in neuroimaging techniques and their implications for patient care. With open access options ensuring broad dissemination of knowledge, NeuroImage-Clinical plays a pivotal role in enhancing collaboration and innovation within the global neuroscience community.

International Journal for Numerical Methods in Biomedical Engineering

Fostering Interdisciplinary Insights in Biomedical Engineering
Publisher: WILEYISSN: 2040-7939Frequency: 12 issues/year

International Journal for Numerical Methods in Biomedical Engineering is a premier peer-reviewed journal dedicated to promoting advancements in numerical methods and their applications in the biomedical engineering field. Published by WILEY and based in the United States, this journal serves as a vital platform for disseminating innovative research from 2010 to 2024, with a focus on bridging the gap between computational techniques and real-world biomedical challenges. With an impressive impact factor and categorized in the Q2 quartile across several fields including Applied Mathematics and Biomedical Engineering, it ranks among the top journals in its domain. The journal provides free access to its content, making it an invaluable resource for researchers, professionals, and students eager to explore groundbreaking methodologies. By fostering interdisciplinary collaboration and showcasing high-quality research, International Journal for Numerical Methods in Biomedical Engineering plays a crucial role in advancing our understanding of complex biomedical systems through numerical analysis.

HUMAN BRAIN MAPPING

Unraveling the mysteries of the human brain.
Publisher: WILEYISSN: 1065-9471Frequency: 12 issues/year

HUMAN BRAIN MAPPING, published by Wiley, is a premier journal in the field of neuroscience, devoted to comprehensively advancing understanding of brain structure and function through innovative mapping techniques. With an impressive impact factor and ranked in the Q1 category across multiple relevant disciplines—including Anatomy, Neurology, and Radiology—this journal is recognized as a vital resource for researchers and professionals passionate about the complexities of the human brain. Founded in 1993 and continuously publishing groundbreaking research, HUMAN BRAIN MAPPING is essential for those looking to stay at the forefront of developments in anatomical and neurological research. Though it does not currently offer Open Access options, the journal remains committed to disseminating high-quality research that influences clinical practices and academic inquiry. Its esteemed position within Scopus highlights its significance; charting at the top percentiles across various medical and health fields serves as a testament to the critical contributions made by the authors and researchers involved. As it converges toward 2024, HUMAN BRAIN MAPPING continues to be the go-to platform for publishing pivotal insights into the intricacies of brain mapping methodologies and applications.

Frontiers in Computational Neuroscience

Exploring the Complexities of Neural Networks with Cutting-Edge Methodologies.
Publisher: FRONTIERS MEDIA SAISSN: Frequency: 1 issue/year

Frontiers in Computational Neuroscience, published by FRONTIERS MEDIA SA, is a leading journal within the fields of neuroscience and computational biology, dedicated to advancing the understanding of the brain's complex functions through innovative computational methodologies. Since its establishment in 2007, this Open Access journal has provided a platform for researchers around the globe to share their groundbreaking findings, as evidenced by its continual presence in the academic conversation and a strong ranking within Scopus metrics (Rank #12/49 in Neuroscience - Neuroscience (miscellaneous) and Rank #63/97 in Cellular and Molecular Neuroscience). With an esteemed impact factor reflective of its quality and influence, and a commitment to providing freely accessible research, this journal plays a crucial role in fostering collaboration and knowledge dissemination among professionals, researchers, and students alike. Located in the scientific hub of Switzerland, it invites submissions from diverse perspectives, aiming to bridge the gap between computational models and biological insights through rigorous peer-reviewed publications.