Efficient Optimization through Normalized Variable Scaling and Selective Term Pruning

This paper presents an innovative pruning algorithm designed to enhance computational efficiency of optimization-related tasks by reducing the number of computations. The algorithm, which is based on optimization variable normalization and subsequent term pruning according to a set relative threshold, offers balance between accuracy and computational complexity of the solution, making it suitable for performance-critical applications. The trade-off between accuracy and complexity in this approach is expressed by metrics of Pareto efficiency and relative efficiency.

Publication Details

Journal
Brno University of Technology Digital Library (Brno University of Technology)
Published
2025-01-01
Primary Topic
Numerical Methods and Algorithms
Type
article
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article

Efficient Optimization through Normalized Variable Scaling and Selective Term Pruning

Brno University of Technology Digital Library (Brno University of Technology)
Numerical Methods and Algorithms
article

Efficient Optimization through Normalized Variable Scaling and Selective Term Pruning

article en

Abstract

This paper presents an innovative pruning algorithm designed to enhance computational efficiency of optimization-related tasks by reducing the number of computations. The algorithm, which is based on optimization variable normalization and subsequent term pruning according to a set relative threshold, offers balance between accuracy and computational complexity of the solution, making it suitable for performance-critical applications. The trade-off between accuracy and complexity in this approach is expressed by metrics of Pareto efficiency and relative efficiency.

Brno University of Technology Digital Library (Brno University of Technology)
Openalex Percentile: Top 47%
Numerical Methods and Algorithms
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Efficient Optimization through Normalized Variable Scaling and Selective Term Pruning · Brno University of Technology Digital Library (Brno University of Technology) (2025) | TGRS Research Map | TGRS