SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

Scope & Guideline

Bridging Theory and Practice in Matrix Analysis

Introduction

Delve into the academic richness of SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS with our guidelines, detailing its aims and scope. Our resource identifies emerging and trending topics paving the way for new academic progress. We also provide insights into declining or waning topics, helping you stay informed about changing research landscapes. Evaluate highly cited topics and recent publications within these guidelines to align your work with influential scholarly trends.
LanguageEnglish
ISSN0895-4798
PublisherSIAM PUBLICATIONS
Support Open AccessNo
CountryUnited States
TypeJournal
Convergefrom 1996 to 2024
AbbreviationSIAM J MATRIX ANAL A / SIAM J. Matrix Anal. Appl.
Frequency4 issues/year
Time To First Decision-
Time To Acceptance-
Acceptance Rate-
Home Page-
Address3600 UNIV CITY SCIENCE CENTER, PHILADELPHIA, PA 19104-2688

Aims and Scopes

The SIAM Journal on Matrix Analysis and Applications serves as a platform for disseminating research focused on the theoretical and practical aspects of matrix analysis and its applications across various domains. The journal emphasizes rigorous mathematical analysis, innovative algorithms, and the utilization of matrices in solving complex problems.
  1. Matrix Theory and Applications:
    The journal primarily focuses on contributions that explore fundamental aspects of matrix theory, including eigenvalues, matrix functions, and matrix equations, with applications in fields such as numerical linear algebra, optimization, and data analysis.
  2. Numerical Algorithms for Matrix Computations:
    Research that introduces or improves numerical algorithms for matrix computations, including eigenvalue problems, singular value decomposition, and matrix factorizations, is a core area of publication.
  3. Advanced Applications in Scientific Computing:
    The journal covers applications of matrix analysis in scientific computing, encompassing areas such as control theory, signal processing, and machine learning, where matrices play a crucial role.
  4. Stochastic and Randomized Methods:
    There is a significant focus on stochastic approaches and randomized algorithms for efficient matrix computations, reflecting the growing interest in probabilistic methods in numerical linear algebra.
  5. Interdisciplinary Approaches:
    The journal encourages interdisciplinary research that applies matrix analysis techniques to diverse fields such as physics, biology, and social sciences, highlighting the versatility and relevance of matrix theory.
The journal has shown a clear evolution in its focus, with emerging themes reflecting current trends in matrix analysis and its applications. These themes are indicative of the journal's adaptation to contemporary research needs.
  1. Tensor Decomposition and Analysis:
    There is a marked increase in research related to tensor decompositions, reflecting the growing importance of multidimensional data in various applications, including machine learning and image processing.
  2. Randomized Algorithms:
    The popularity of randomized algorithms for matrix computations is on the rise, showcasing their effectiveness in handling large-scale problems and improving computational efficiency.
  3. Riemannian Geometry in Matrix Computations:
    Emerging research exploring Riemannian geometry's application to matrix analysis is gaining traction, indicating a trend towards integrating differential geometry concepts into matrix computations.
  4. Matrix Perturbation Theory:
    An increasing focus on perturbation theory highlights its relevance in analyzing the stability and sensitivity of matrix computations, particularly in applied contexts like control systems and optimization.
  5. Applications in Machine Learning and Data Science:
    The journal is increasingly featuring papers that apply matrix analysis techniques to machine learning and data science, reflecting the demand for sophisticated mathematical tools in these rapidly evolving fields.

Declining or Waning

While the journal continues to thrive in several core areas, some themes appear to be losing prominence over recent years. This reflects shifts in research focus and the evolving landscape of matrix analysis.
  1. Classical Matrix Factorization Techniques:
    Traditional methods of matrix factorization, which were once predominant, are seeing a decline as new, more efficient algorithms and approaches emerge, such as randomized methods and tensor decompositions.
  2. Basic Eigenvalue Problems:
    Research focused solely on classical eigenvalue problems without novel contributions or applications is becoming less frequent, as the field pushes towards more complex and applied eigenvalue analysis.
  3. Static Matrix Analysis:
    There is a noticeable waning interest in purely theoretical investigations of static matrix properties, with researchers increasingly favoring dynamic and application-oriented studies.
  4. Elementary Linear Algebra Techniques:
    Papers that cover basic techniques of linear algebra are appearing less often, as the journal seeks more sophisticated contributions that integrate modern computational techniques or address complex applications.

Similar Journals

Acta Universitatis Sapientiae-Mathematica

Fostering a vibrant community for mathematical research.
Publisher: SCIENDOISSN: 1844-6094Frequency: 2 issues/year

Acta Universitatis Sapientiae-Mathematica is a dynamic and open-access academic journal published by SCIENDO, dedicated to advancing research in the field of mathematics. With its roots grounded in Germany, the journal has made significant strides in promoting scholarly contributions since it became open access in 2013, enhancing accessibility for researchers, professionals, and students alike. Spanning a broad spectrum of mathematical disciplines, including general mathematics, the journal engages with contemporary challenges and offers a platform to explore innovative approaches. Although currently positioned in the Q4 quartile for 2023 within the miscellaneous mathematics category and holding a Scopus rank of #290 out of 399, the journal is committed to fostering intellectual discourse and enhancing the overall quality of mathematics research. The convergence of research presented since 2014 showcases a journey toward improvement and expanding its influence in the mathematical community. Contribute to the vibrant dialogue in mathematics by exploring the latest findings in Acta Universitatis Sapientiae-Mathematica as it continues to evolve in the academic landscape.

ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE

Catalyzing discoveries in the realm of mathematical software.
Publisher: ASSOC COMPUTING MACHINERYISSN: 0098-3500Frequency: 4 issues/year

Welcome to the ACM Transactions on Mathematical Software, a prestigious journal published by the Association for Computing Machinery (ACM). With an ISSN of 0098-3500 and an E-ISSN of 1557-7295, this journal has been at the forefront of innovation in the field since its inception in 1975. It serves as a critical platform for researchers, professionals, and students, facilitating the dissemination of advanced mathematical techniques and software developments. The journal is recognized for its outstanding impact, evidenced by its Q1 classification in Applied Mathematics and Q2 in Software for 2023, along with an impressive Scopus ranking placing it in the 85th percentile for Applied Mathematics and the 58th percentile for Computer Science. Our objective is to publish high-quality research that explores new methodologies in mathematical software and their applications, driving the field forward. Although not an open access journal, the relevance and rigor of the content ensure that it remains a valuable resource in mathematical and computational sciences. Join us in exploring the latest in mathematical software and contribute to shaping future advancements.

ADVANCES IN COMPUTATIONAL MATHEMATICS

Transforming Complex Challenges into Computational Solutions
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.

Miskolc Mathematical Notes

Exploring the Depths of Algebra and Beyond
Publisher: UNIV MISKOLC INST MATHISSN: 1787-2405Frequency: 2 issues/year

Miskolc Mathematical Notes is a distinguished journal in the field of mathematics, published by the University of Miskolc Institute of Mathematics in Hungary. With a commitment to advancing research in areas such as Algebra and Number Theory, Analysis, Control and Optimization, Discrete Mathematics and Combinatorics, and Numerical Analysis, this journal provides a platform for both theoretical and applied contributions that enhance the understanding of complex mathematical concepts. Established in 2010, the journal has steadily gained a reputation, reflected in its 2023 categorization as a Q3 journal across several mathematical disciplines. While it operates under a traditional access model, researchers and mathematicians will find invaluable insights in its peer-reviewed articles. With Scopus rankings demonstrating respectable performance in various mathematical categories, Miskolc Mathematical Notes serves as an essential resource for scholars aiming to stay at the forefront of mathematical research and its applications.

Parallel Processing Letters

Driving Excellence in Parallel Processing Research.
Publisher: WORLD SCIENTIFIC PUBL CO PTE LTDISSN: 0129-6264Frequency: 4 issues/year

Parallel Processing Letters is a notable academic journal published by World Scientific Publishing Co Pte Ltd, focusing on the dynamic fields of Computer Science, particularly in Hardware and Architecture, Software, and Theoretical Computer Science. Established in 1994, this journal provides a platform for the dissemination of cutting-edge research and developments in parallel processing and computational technologies. Despite its current Q4 ranking in multiple categories, Parallel Processing Letters plays an important role in fostering scholarly discussion and innovation within the computing community. With the ISSN 0129-6264 and E-ISSN 1793-642X, the journal is dedicated to maintaining rigorous academic standards while encouraging collaborative research conducive to the advancement of parallel processing systems. It serves as a valuable resource for researchers, professionals, and students seeking to deepen their understanding and gain insights into this rapidly evolving domain.

Azerbaijan Journal of Mathematics

Unveiling the Depths of Mathematical Knowledge and Application
Publisher: INST MATH & MECHANICS AZERBAIJANISSN: 2218-6816Frequency: 2 issues/year

Welcome to the Azerbaijan Journal of Mathematics, a premier academic platform dedicated to the advancement of mathematical research and education. Published by the esteemed Institute of Mathematics and Mechanics of Azerbaijan, this journal presents cutting-edge studies and innovative findings in the field of mathematics since its inception in 2011. With an ISSN of 2218-6816, it has established itself within the top-tier Q2 category of miscellaneous mathematics journals as of 2023, and is ranked #168 out of 399 in the General Mathematics category on Scopus, placing it in the 58th percentile. The journal's commitment to open access benefits a wide audience, making valuable research available to a global community. Covering a diverse range of mathematical disciplines, the Azerbaijan Journal of Mathematics serves as a vital resource for researchers, professionals, and students seeking to enhance their knowledge and contribute to the ongoing discourse in mathematics. Join us in exploring the depths of mathematical thought and application, and be part of our growing community of scholars.

Special Matrices

Catalyzing Dialogue in the Mathematical Community
Publisher: DE GRUYTER POLAND SP Z O OISSN: 2300-7451Frequency: 1 issue/year

Special Matrices is an esteemed open-access journal published by DE GRUYTER POLAND SP Z O O, focusing on the advancement of research in the fields of algebra, number theory, geometry, and topology. Since its inception in 2013, the journal has carved out a niche for itself, earning its place in the Q3 category for both Algebra and Number Theory as well as Geometry and Topology in the 2023 rankings. With a commitment to fostering scholarly work that bridges various mathematical domains, Special Matrices serves as a platform for researchers and professionals to disseminate their findings and share innovative ideas. With this journal's open-access model, all published research is freely available, promoting broader accessibility and collaboration within the mathematical community. Whether you are a researcher, a student, or a professional looking to stay updated on contemporary issues and trends, Special Matrices is a valuable resource that supports the continuous dialogue and exploration in the realms of mathematical sciences.

Random Matrices-Theory and Applications

Charting New Territories in Statistical Research
Publisher: WORLD SCIENTIFIC PUBL CO PTE LTDISSN: 2010-3263Frequency: 4 issues/year

Random Matrices-Theory and Applications is a premier academic journal published by World Scientific Publishing Co Pte Ltd, specializing in the intricate fields of algebra, number theory, discrete mathematics, and statistics. With its ISSN 2010-3263 and E-ISSN 2010-3271, the journal serves as a vital resource for researchers and professionals looking to explore the mathematical landscape of random matrices and their diverse applications across various disciplines. Since its inception in 2012, Random Matrices has achieved recognition in various quartiles, achieving Q2 standings in multiple categories including Algebra and Number Theory and Discrete Mathematics and Combinatorics, indicative of its influential research contributions and rigorous peer-review process. The journal is committed to disseminating high-quality research articles that drive innovation and facilitate knowledge-sharing within the global mathematics community. Scholars interested in advancing their understanding of statistical methodologies related to random matrices will find this journal an indispensable addition to their research toolkit.

International Journal of Mathematics and Computer Science

Exploring Innovative Solutions in Mathematical Sciences
Publisher: LEBANESE UNIVISSN: 1814-0424Frequency: 2 issues/year

The International Journal of Mathematics and Computer Science (ISSN: 1814-0424, E-ISSN: 1814-0432), published by Lebanese University, serves as a vital platform for disseminating innovative research and advancements in the fields of mathematics and computer science. With a compelling range of topics including Algebra, Applied Mathematics, Computational Mathematics, and Statistical Analysis, this journal caters to a broad audience of researchers, professionals, and students. Spanning the years from 2017 to 2025, it has established a presence in several key quartiles, including Q3 rankings in Applied Mathematics and Computational Mathematics, and a Q4 ranking in Algebra and Number Theory. While currently not an open-access journal, it provides valuable insights through its rigorous peer-reviewed process, enhancing its relevance in both theoretical and applied domains. Furthermore, its presence in Scopus rankings reflects its commitment to quality, making it an essential resource for anyone looking to explore the intersection of mathematics and computer science.

Probability Surveys

Empowering Researchers Through Open-Access Probability Insights.
Publisher: PROBABILITY SURVEYSISSN: 1549-5787Frequency: 1 issue/year

Probability Surveys is a premier open-access journal dedicated to the advancement of knowledge in the fields of Statistics and Probability. Published by PROBABILITY SURVEYS, this esteemed platform has been curating high-quality surveys and reviews since its inception in 2004. With an impressive impact factor and recognition as a Q1 journal in its category, it ranks an admirable #32 out of 278 in its Scopus category, placing it in the 88th percentile among its peers. As a scholar-focused resource, it strives to bridge the gap between mathematical theory and practical application, providing insights valuable to researchers, academicians, and industry professionals alike. Located in the United States with contributions from esteemed names in the field, Probability Surveys supports enhanced accessibility to important research through its open-access model, ensuring that cutting-edge findings are available to a broad audience. Whether you are a seasoned researcher or a student embarking on your journey in statistical disciplines, this journal serves as an indispensable reference point on the state-of-the-art developments in probability.