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An Investigation of SMOTE Based Methods for Imbalanced Datasets With Data Complexity Analysis
IEEE Transactions on Knowledge and Data Engineering, 2023Many binary class datasets in real-life applications are affected by class imbalance problem. Data complexities like noise examples, class overlap and small disjuncts problems are observed to play a key role in producing poor classification performance ...
Nurulnur Athirah Azhar +3 more
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A Self-Adaptive Complex Root Tracing Algorithm for the Analysis of Propagation and Radiation Problem
IEEE Transactions on Antennas and Propagation, 2021An improved complex root tracing algorithm for radiation and propagation issues is proposed. The approach is based on a self-adaptive discretization of Cauchy’s argument principle for a $\mathbb {C} \times \mathbb {R}$ space and requires a reduced number of function calls in comparison to other procedures presented in the literature.
Sebastian Dziedziewicz +2 more
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2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2022 Malak Chniter +3 more
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Fine-Grained Parameterized Complexity Analysis of Graph Coloring Problems
International/Italian Conference on Algorithms and Complexity, 2017The q-Coloring problem asks whether the vertices of a graph can be properly colored with q colors. Lokshtanov et al. [SODA 2011] showed that q-Coloring on graphs with a feedback vertex set of size k cannot be solved in time O ∗ ((q−e) k ) O∗((q−e)k ...
L. Jaffke, B. Jansen
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2023
Roommate issues with strong preferences are defined here. An extension of the Stable Marriage Problem that does not include two partners is the Stable Roommates Problem, or SR. The complexity and approximability of the problem of computing an egalitarian stable matching in instances of d-SRI.
Humbal Zaidi +2 more
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Roommate issues with strong preferences are defined here. An extension of the Stable Marriage Problem that does not include two partners is the Stable Roommates Problem, or SR. The complexity and approximability of the problem of computing an egalitarian stable matching in instances of d-SRI.
Humbal Zaidi +2 more
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Journal of Computational and Applied Mathematics, 2023 Yu Chen, Kai Kuang, Xueling Yan
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2014 IEEE Symposium on Differential Evolution (SDE), 2014
This paper analyses the attributes of population dynamics of Differential Evolution algorithm using Complex Network Analysis tools. The population is visualised as an evolving complex network, which exhibits non-trivial features. Complex network attributes such as adjacency graph gives interconnectivity, centralities give the overview of convergence ...
Ivan Zelinka +4 more
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This paper analyses the attributes of population dynamics of Differential Evolution algorithm using Complex Network Analysis tools. The population is visualised as an evolving complex network, which exhibits non-trivial features. Complex network attributes such as adjacency graph gives interconnectivity, centralities give the overview of convergence ...
Ivan Zelinka +4 more
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2024 5th International Conference on Communications, Information, Electronic and Energy Systems (CIEES)Ahmet Cevahir Çınar, Kadriye Nur Erman
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Analysis of Optimization Algorithms via Sum-of-Squares
Journal of Optimization Theory and Applications, 2019We introduce a new framework for unifying and systematizing the performance analysis of first-order black-box optimization algorithms for unconstrained convex minimization.
Sandra S. Y. Tan +2 more
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