Machine Learning and Data Analysis Using Posets: A Survey

arXiv:2404.03082v1 Announce Type: new
Abstract: Posets are discrete mathematical structures which are ubiquitous in a broad range of data analysis and machine learning applications. Research connecting posets to the data science domain has been ongoing for many years. In this paper, a comprehensive review of a wide range of studies on data analysis amd machine learning using posets are examined in terms of their theory, algorithms and applications. In addition, the applied lattice theory domain of formal concept analysis will …

abstract analysis applications arxiv cs.lg data data analysis data science domain machine machine learning machine learning applications paper research review science studies survey type