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March 15, 2024The Journal of Supercomputing2 citationsOpen Access

Mathematical modeling and problem solving: from fundamentals to applications

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MOMasahito OhueKSKotoyu SasayamaMTMasami Takata

Key Points

  • Advances in artificial intelligence and machine learning enhance mathematical modeling, driving new methods across materials science and drug discovery.
  • Across nine featured studies, parallel and distributed computing accelerates core matrix operations, heuristic searches, and time-series data processing.
  • Special issue analysis evaluates computational technologies from PDPTA'23, highlighting how supercomputing architectures support complex computer vision.

Abstract

Abstract The rapidly advancing fields of machine learning and mathematical modeling, greatly enhanced by the recent growth in artificial intelligence, are the focus of this special issue. This issue compiles extensively revised and improved versions of the top papers from the workshop on Mathematical Modeling and Problem Solving at PDPTA'23, the 29th International Conference on Parallel and Distributed Processing Techniques and Applications. Covering fundamental research in matrix operations and heuristic searches to real-world applications in computer vision and drug discovery, the issue underscores the crucial role of supercomputing and parallel and distributed computing infrastructure in research. Featuring nine key studies, this issue pushes forward computational technologies in mathematical modeling, refines techniques for analyzing images and time-series data, and introduces new methods in pharmaceutical and materials science, making significant contributions to these areas.

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Cite This Study

Ohue et al. (2024) studied this question.

synapsesocial.com/papers/68e73dc3b6db6435876b6d84https://doi.org/10.1007/s11227-024-06007-x
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