DocumentCode
778366
Title
Interactively exploring hierarchical clustering results [gene identification]
Author
Jinwook Seo ; Shneiderman, Ben
Author_Institution
Department of Computer Science & Human-Computer Interaction Laboratory, Maryland Univ., College Park, MD, USA
Volume
35
Issue
7
fYear
2002
fDate
7/1/2002 12:00:00 AM
Firstpage
80
Lastpage
86
Abstract
To date, work in microarrays, sequenced genomes and bioinformatics has focused largely on algorithmic methods for processing and manipulating vast biological data sets. Future improvements will likely provide users with guidance in selecting the most appropriate algorithms and metrics for identifying meaningful clusters-interesting patterns in large data sets, such as groups of genes with similar profiles. Hierarchical clustering has been shown to be effective in microarray data analysis for identifying genes with similar profiles and thus possibly with similar functions. Users also need an efficient visualization tool, however, to facilitate pattern extraction from microarray data sets. The Hierarchical Clustering Explorer integrates four interactive features to provide information visualization techniques that allow users to control the processes and interact with the results. Thus, hybrid approaches that combine powerful algorithms with interactive visualization tools will join the strengths of fast processors with the detailed understanding of domain experts.
Keywords
arrays; biology computing; data mining; data visualisation; genetics; hierarchical systems; interactive systems; pattern clustering; Hierarchical Clustering Explorer; algorithmic methods; bioinformatics; biological data sets; gene functions; gene identification; gene profiles; interactive exploration; interactive information visualization tool; meaningful cluster identification; metrics; microarray data analysis; pattern extraction; process control; sequenced genomes; Bioinformatics; DNA; Data analysis; Data mining; Data visualization; Fluorescence; Genomics; Large screen displays; Sensor arrays;
fLanguage
English
Journal_Title
Computer
Publisher
ieee
ISSN
0018-9162
Type
jour
DOI
10.1109/MC.2002.1016905
Filename
1016905
Link To Document