MATHEMATICAL MORPHOLOGY AND ITS APPLICATIONS TO SIGNAL AND IMAGE PROCESSING, ISMM 2019
|
2019年
/
11564卷
关键词:
Tropical Geometry;
Morphology;
Weighted lattices;
D O I:
10.1007/978-3-030-20867-7_1
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Mathematical Morphology and Tropical Geometry share the same max/min-plus scalar arithmetic and matrix algebra. In this paper we summarize their common ideas and algebraic structure, generalize and extend both of them using weighted lattices and a max-star algebra with an arbitrary binary operation star that distributes over max, and outline applications to geometry, image analysis, and optimization. Further, we outline the optimal solution of max-star equations using weighted lattice adjunctions, and apply it to optimal regression for fitting max-star tropical curves on arbitrary data.