Iskanje sedla matrike

This diploma thesis addresses the problem of finding saddle points in matrices, a critical concept in various applications of linear algebra and optimization techniques. The thesis begins with the mathematical definition of saddle points, followed by a comprehensive review of existing methods for their detection, including the algorithms proposed by Donald Knuth and more recent advancements. A significant focus is given to the analysis of the article "Finding a Saddle Point Faster than Sorting", which presents a crucial improvement in the time complexity of saddle point detection. The article introduces a new algorithm with a complexity of $O(n log^* n) subset o(n log n)$, representing a substantial advancement over previous methods. Experimental analysis on various matrix types demonstrates that this new approach enables faster and more efficient detection of saddle points with reduced computational requirements.

Publication Details

Journal
Repository of the University of Ljubljana (University of Ljubljana)
Published
2024-09-19
Primary Topic
Photocathodes and Microchannel Plates
Type
article
Field-Weighted Citation Impact
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article

Iskanje sedla matrike

Repository of the University of Ljubljana (University of Ljubljana)
Photocathodes and Microchannel Plates
article

Iskanje sedla matrike

article en

Abstract

This diploma thesis addresses the problem of finding saddle points in matrices, a critical concept in various applications of linear algebra and optimization techniques. The thesis begins with the mathematical definition of saddle points, followed by a comprehensive review of existing methods for their detection, including the algorithms proposed by Donald Knuth and more recent advancements. A significant focus is given to the analysis of the article "Finding a Saddle Point Faster than Sorting", which presents a crucial improvement in the time complexity of saddle point detection. The article introduces a new algorithm with a complexity of $O(n log^* n) subset o(n log n)$, representing a substantial advancement over previous methods. Experimental analysis on various matrix types demonstrates that this new approach enables faster and more efficient detection of saddle points with reduced computational requirements.

Repository of the University of Ljubljana (University of Ljubljana)
Openalex Percentile: Top 62%
Photocathodes and Microchannel Plates
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Iskanje sedla matrike · Repository of the University of Ljubljana (University of Ljubljana) (2024) | TGRS Research Map | TGRS