Cubic Graph Property Dataset for Machine Learning Models

被引:0
作者
Modrovicova, Bianka [1 ]
Dudas, Adam [1 ]
机构
[1] Matej Bel Univ, Fac Nat Sci, Dept Comp Sci, Banska Bystrica, Slovakia
来源
2024 IEEE 17TH INTERNATIONAL SCIENTIFIC CONFERENCE ON INFORMATICS, INFORMATICS | 2024年
关键词
cubic graph; graph properties; machine learning; deep learning; graph generator;
D O I
10.1109/Informatics62280.2024.10900911
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Proper edge 3-coloring of a cubic graph is an NP-complete problem, which is present in number of real-live problems - correct and efficient assigning of variables used in the program to registers of the system, scheduling of a set of tasks to a set of processors, or frequency assignment of radio stations without interference. Since the finding of a solution to this problem is computationally intensive, the implementation of approaches using machine learning models for the estimation of the edge colorability is desirable. This study presents a sizable Cubic Graph Property Dataset, a graph generator focused on cubic graphs and a set of sub-datasets fitting for machine learning, deep learning and anomaly detection models.
引用
收藏
页码:226 / 231
页数:6
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