NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS

Scope & Guideline

Advancing the Frontiers of Numerical Methods

Introduction

Welcome to your portal for understanding NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, featuring guidelines for its aims and scope. Our guidelines cover trending and emerging topics, identifying the forefront of research. Additionally, we track declining topics, offering insights into areas experiencing reduced scholarly attention. Key highlights include highly cited topics and recently published papers, curated within these guidelines to assist you in navigating influential academic dialogues.
LanguageEnglish
ISSN1070-5325
PublisherWILEY
Support Open AccessNo
CountryUnited Kingdom
TypeJournal
Convergefrom 1994 to 2024
AbbreviationNUMER LINEAR ALGEBR / Numer. Linear Algebr. Appl.
Frequency6 issues/year
Time To First Decision-
Time To Acceptance-
Acceptance Rate-
Home Page-
Address111 RIVER ST, HOBOKEN 07030-5774, NJ

Aims and Scopes

The journal 'Numerical Linear Algebra with Applications' focuses on the development and application of numerical methods in linear algebra and related fields. It aims to bridge theoretical advancements with practical applications, providing a platform for researchers to present innovative solutions to complex numerical problems.
  1. Numerical Methods for Linear Algebra:
    The core focus is on developing efficient numerical algorithms for solving linear algebra problems, including systems of linear equations, eigenvalue problems, and matrix factorizations.
  2. Applications in Scientific Computing:
    The journal emphasizes the application of numerical linear algebra techniques in scientific computing, showcasing methods that solve real-world problems in engineering, physics, and data analysis.
  3. Advanced Algorithms and Techniques:
    Research often explores advanced algorithms, such as Krylov subspace methods, preconditioning techniques, and tensor decomposition methods, which enhance computational efficiency and accuracy.
  4. Interdisciplinary Approaches:
    The journal encourages interdisciplinary research, integrating concepts from optimization, machine learning, and data science, reflecting the growing importance of numerical linear algebra in these fields.
  5. Theoretical Foundations:
    Contributions also include theoretical investigations that provide new insights into the properties of numerical methods, including convergence analysis and error estimation.
Recent publications highlight several trending themes and emerging scopes within the journal. These reflect current research priorities and innovations within the field of numerical linear algebra.
  1. Tensor Decomposition Methods:
    There is a growing trend in the exploration of tensor decomposition techniques, particularly in applications to data science and machine learning, indicating an interest in high-dimensional data analysis.
  2. Data-Driven Algorithms:
    The rise of data-driven approaches is evident, with an increasing number of studies focusing on algorithms that leverage data to enhance the performance of numerical methods.
  3. Adaptive and Robust Methods:
    Emerging themes include adaptive algorithms that dynamically adjust to problem parameters and robust methods that ensure stability and accuracy in the presence of uncertainties.
  4. Applications in Machine Learning and AI:
    The intersection of numerical linear algebra with machine learning and artificial intelligence is becoming increasingly prominent, as researchers seek to apply linear algebra techniques to optimize learning algorithms.
  5. High-Performance Computing Techniques:
    With advancements in computational power, there is a trend towards high-performance computing strategies that utilize parallel processing and GPU acceleration for large-scale numerical problems.

Declining or Waning

While the journal remains robust in its core areas, certain themes have shown a decline in prominence over recent years. This may reflect shifts in research focus or changes in technological trends.
  1. Traditional Matrix Factorizations:
    There has been a noticeable decline in publications focusing solely on traditional matrix factorizations such as LU and QR, as newer methods and variations have emerged that address more complex problems.
  2. Basic Linear Solvers:
    Research on classical linear solvers without significant enhancements or adaptations has become less frequent, indicating a shift towards more sophisticated techniques that offer improved performance in specific applications.
  3. Static Analysis Techniques:
    Static analysis methods that do not incorporate dynamic or adaptive elements are seeing reduced interest, as researchers increasingly explore approaches that can adjust based on problem characteristics.

Similar Journals

IMA JOURNAL OF NUMERICAL ANALYSIS

Elevating Research in Applied Numerical Analysis
Publisher: OXFORD UNIV PRESSISSN: 0272-4979Frequency: 4 issues/year

IMA Journal of Numerical Analysis, published by Oxford University Press, stands as a premier platform for cutting-edge research in the field of numerical analysis, exemplifying the latest advancements and methodologies in applied, computational, and general mathematics. Since its inception in 1981, this esteemed journal has continually contributed to the academic community by publishing high-quality, peer-reviewed articles that foster innovation and collaboration among researchers. With an impressive Q1 ranking across multiple categories, including Applied Mathematics and Computational Mathematics, it plays a crucial role in disseminating knowledge, as indicated by its Scopus rankings which place it in the top 25% of journals within its field. Although the journal is not open access, it remains a vital resource for academics, professionals, and students eager to engage with the ongoing evolution of numerical methods. By serving as a conduit for novel ideas and rigorous research, the IMA Journal of Numerical Analysis ensures that its contributors and readers are at the forefront of this dynamic discipline.

BIT NUMERICAL MATHEMATICS

Catalyzing Breakthroughs in Mathematical Applications.
Publisher: SPRINGERISSN: 0006-3835Frequency: 4 issues/year

BIT Numerical Mathematics, published by Springer, is a prestigious journal in the field of Applied Mathematics and Computational Mathematics, with an ISSN of 0006-3835 and an E-ISSN of 1572-9125. Since its inception in 1961, the journal has become a cornerstone for researchers and practitioners alike, offering high-quality articles that advance the understanding and application of numerical methods in various domains. With its impressive 2023 rankings in the Q1 category for multiple disciplines—including Applied Mathematics, Computational Mathematics, Computer Networks and Communications, and Software—the journal consistently showcases significant contributions to the mathematical community. Although it does not offer Open Access, BIT Numerical Mathematics continues to reach a vast audience through its rigorous peer-reviewed content. As it converges towards 2024, the journal remains committed to publishing cutting-edge research that addresses fundamental challenges in numerical analysis and algorithm development, ensuring its relevance in an ever-evolving scientific landscape.

SIAM JOURNAL ON SCIENTIFIC COMPUTING

Fostering Excellence in Scientific Computing Research
Publisher: SIAM PUBLICATIONSISSN: 1064-8275Frequency: 6 issues/year

SIAM Journal on Scientific Computing is a premier journal published by SIAM Publications, focusing on the interdisciplinary domain of scientific computing. With a significant standing in the academic community, this journal boasts a 2023 Q1 ranking in both Applied Mathematics and Computational Mathematics, positioning it among the top-tier publications in these fields. The journal aims to disseminate high-quality research that applies computational methods to solve scientific and engineering problems, fostering advancements in numerical analysis, algorithms, and software development. Researchers and professionals can greatly benefit from the journal's rigorous peer-review process and its reputation for publishing cutting-edge studies. Though it is not an open-access journal, subscribing institutions and individual subscribers gain access to a wealth of knowledge tailored for those seeking to enhance their expertise in scientific computation. With its established history since 1996 and continuing to publish until 2024, the SIAM Journal on Scientific Computing remains an essential resource for students, researchers, and professionals dedicated to pushing the boundaries of this dynamic field.

JOURNAL OF COMPUTATIONAL MATHEMATICS

Connecting Practitioners and Theorists in Mathematical Innovation
Publisher: GLOBAL SCIENCE PRESSISSN: 0254-9409Frequency: 6 issues/year

JOURNAL OF COMPUTATIONAL MATHEMATICS, published by GLOBAL SCIENCE PRESS, is a distinguished peer-reviewed academic journal dedicated to advancing the field of computational mathematics. With a focus on high-quality research that bridges theoretical and practical applications, this journal aims to disseminate innovative methodologies and robust algorithms that address complex mathematical problems. Operating without an open-access model, it maintains a reputable standing with a Q2 category classification in computational mathematics as of 2023, showcasing its influence and relevance within the academic community. The journal, which has been in publication since 1996, continues to evolve, providing a platform for researchers, practitioners, and students to engage with cutting-edge developments up to 2024. By contributing to the body of knowledge in computational mathematics, this journal plays a vital role in fostering collaboration and advancement in related disciplines.

ADVANCES IN COMPUTATIONAL MATHEMATICS

Fostering Innovation in Mathematical Research Since 1993
Publisher: SPRINGERISSN: 1019-7168Frequency: 1 issue/year

ADVANCES IN COMPUTATIONAL MATHEMATICS, published by Springer, is a leading international journal dedicated to the dynamic and rapidly evolving fields of Applied Mathematics and Computational Mathematics. With an impressive Q1 ranking in both categories as of 2023, the journal serves as a vital platform for researchers and professionals to disseminate innovative methodologies and computational techniques that address complex mathematical challenges. Operating since 1993 and continuing to contribute substantially to the academic landscape through 2024, it boasts a robust reputation within the mathematics community, underscored by its Scopus rankings—#230 out of 635 in Applied Mathematics and #80 out of 189 in Computational Mathematics. This journal, based in the Netherlands, emphasizes cutting-edge research while offering a wealth of access options to facilitate scholarly communication. As such, ADVANCES IN COMPUTATIONAL MATHEMATICS stands as an essential resource for anyone interested in the forefront of computational techniques and mathematical theory.

Carpathian Journal of Mathematics

Connecting Scholars Through Rigorous Mathematical Discourse
Publisher: NORTH UNIV BAIA MAREISSN: 1584-2851Frequency: 3 issues/year

Carpathian Journal of Mathematics, published by NORTH UNIV BAIA MARE in Romania, is an esteemed research platform dedicated to the diverse and evolving field of mathematics. With an impressive Q2 ranking in the 2023 Mathematics (miscellaneous) category, this journal serves as a vital resource for researchers and practitioners alike, offering insights into both theoretical and applied mathematics. Spanning from its inception in 2003 to the anticipated contributions in 2024, it has established itself as a reputable source with a significant impact, reflected in its Scopus rank of #84/399 in General Mathematics, positioning it in the 79th percentile. Although it operates without open access, the journal ensures that subscribers, institutions, and readers enjoy rigorous peer-reviewed content that pushes the boundaries of mathematical inquiry. From algebra and number theory to applied mathematics and mathematical modeling, the Carpathian Journal of Mathematics stands as a beacon for innovation and scholarly dialogue, catering to an audience eager to contribute to and learn from the mathematical sciences.

NUMERICAL ALGORITHMS

Advancing the frontiers of numerical innovation.
Publisher: SPRINGERISSN: 1017-1398Frequency: 12 issues/year

NUMERICAL ALGORITHMS, published by Springer, is a leading journal in the field of Applied Mathematics, distinguished by its relevant research publications since 1991. With an ISSN of 1017-1398 and E-ISSN 1572-9265, this journal ranks in the Q2 category of Scopus for Applied Mathematics, placing it in the top 22% of its field based on the latest 2023 rankings. The journal strives to disseminate innovative algorithms and methodologies that impact both theoretical developments and practical applications. Although currently not an open-access journal, it offers widespread access through institutional subscriptions, making it an essential resource for researchers, practitioners, and students committed to advancing numerical techniques and their applications in complex problem-solving scenarios. Located in Dordrecht, Netherlands, NUMERICAL ALGORITHMS aims to foster collaboration and knowledge exchange among the global mathematical community, providing a pivotal platform for high-quality research and critical discourse.

LINEAR ALGEBRA AND ITS APPLICATIONS

Pioneering Research in Linear Algebra's Diverse Applications
Publisher: ELSEVIER SCIENCE INCISSN: 0024-3795Frequency: 24 issues/year

LINEAR ALGEBRA AND ITS APPLICATIONS, published by Elsevier Science Inc, is a prestigious journal that serves as a vital resource in the field of mathematics, specifically focusing on the areas of linear algebra and its myriad applications across various disciplines. Since its inception in 1968, this journal has established a solid reputation, achieving an impressive impact factor that places it in the Q1 category for Algebra and Number Theory as well as for Discrete Mathematics and Combinatorics in 2023, showcasing its significant contribution to these fields. The journal's rigorous peer-review process ensures that published works reflect the highest standards of scholarly research, further establishing it as a leading publication for mathematicians and researchers alike. Although it does not currently offer Open Access options, its wide-reaching audience can access invaluable findings and innovations within its pages. With a commitment to advancing knowledge and fostering innovation, LINEAR ALGEBRA AND ITS APPLICATIONS continues to be an essential platform for disseminating impactful research that shapes the future of mathematics.

Journal of Applied Mathematics

Innovating solutions through applied mathematics.
Publisher: HINDAWI LTDISSN: 1110-757XFrequency: 1 issue/year

Journal of Applied Mathematics, published by HINDAWI LTD, is a prominent open-access journal dedicated to advancing the field of applied mathematics. Since its inception in 2001, it has provided a vital platform for researchers and practitioners to share their findings in various areas of applied mathematical theory and its applications across disciplines. With an ISSN of 1110-757X and an E-ISSN of 1687-0042, the journal has established a respectable position within the academic community, evidenced by its ranking of #255 out of 635 in the Scopus Ranks for applied mathematics, placing it in the 59th percentile. Featuring a Q3 category quartile as of 2023, it aims to foster innovative research that bridges theoretical mathematics with real-world applications. Researchers, students, and professionals can freely access its content, promoting a collaborative approach to knowledge dissemination. With a commitment to high-quality research, the Journal of Applied Mathematics continues to play a crucial role in the evolution of applied mathematical methodologies and practices.

Science China-Mathematics

Fostering Collaboration in Mathematical Excellence
Publisher: SCIENCE PRESSISSN: 1674-7283Frequency: 12 issues/year

Science China-Mathematics, published by SCIENCE PRESS, is a premier peer-reviewed journal dedicated to the dissemination of significant new findings in the field of mathematics. With an ISSN of 1674-7283 and an E-ISSN of 1869-1862, this journal has established itself as a vital resource for researchers and professionals since its inception. Recognized in the Q1 category for Mathematics (miscellaneous) and holding an impressive rank of #75 out of 399 in the Scopus Mathematics General category (81st percentile), the journal showcases cutting-edge research and theoretical advancements. Committed to promoting open access, the journal ensures that high-quality mathematical research is accessible to global audiences, empowering researchers, students, and professionals. Spanning from 2010 to 2024, Science China-Mathematics plays a crucial role in the unification of mathematical knowledge and encourages collaboration across disciplines.