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- W2019677966 abstract "A great number of biclustering algorithms have been proposed for analyzing gene expression data. Many of them assume to find exclusive biclusters whose subsets of genes are co-regulated under subsets of conditions without intersection. This is not consistent with a general understanding of biological processes that many genes participate in multiple different processes. Therefore nonexclusive biclustering algorithms are required. In this paper we present a novel approach (ROB) to find potentially overlapping biclusters in the framework of generalized rough sets. Our scheme mainly consists of two phases. First, we generate a set of highly coherent seeds (original biclusters) based on two-way rough k-means clustering. And then, the seeds are iteratively adjusted (enlarged or degenerated) by adding or removing genes and conditions based on a proposed criterion. We illustrate the method on yeast gene expression data. The experiments demonstrate the effectiveness of this approach." @default.
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- W2019677966 date "2007-10-01" @default.
- W2019677966 modified "2023-10-13" @default.
- W2019677966 title "Rough Overlapping Biclustering of Gene Expression Data" @default.
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- W2019677966 doi "https://doi.org/10.1109/bibe.2007.4375656" @default.
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