کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
536466 870529 2012 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Hypergraph based geometric biclustering algorithm
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Hypergraph based geometric biclustering algorithm
چکیده انگلیسی

In this paper, we present a hypergraph based geometric biclustering (HGBC) algorithm. In a high dimensional space, bicluster patterns to be recognized can be considered to be linear geometrical structures. We can use the Hough transform (HT) to find sub-biclusters which correspond to the linear structures in column-pair spaces. Then a hypergraph model is built to merge the sub-biclusters into larger ones. Experiments on simulated and real biological data show that the HGBC algorithm proposed here can combine the sub-biclusters efficiently and provide more accurate classification results compared with existing biclustering methods.


► We proposed a new hypergraph based geometric biclustering algorithm in this article.
► We used Hough transform in order to find column-pair sub-biclusters.
► Hypergraph partitioning tool is applied to decrease the sub-bicluster combining time.
► Experiment shows our method is more efficient and accurate for bicluster detection.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 33, Issue 12, 1 September 2012, Pages 1656–1665
نویسندگان
, , , ,