Title :
Comparison of similarity metrics in microarray experiment retrieval
Author :
Acici, Koray ; Ogul, Hasan
Author_Institution :
Bilgisayar Muhendisligi Bolumu, Baskent Univ., Ankara, Turkey
Abstract :
Content-based retrieval of biological experiments is a recent challenge in bioinformatics. The task is to search in a database using a query-by-example without any meta-data annotation. In this study, for retrieving relevant microRNA experiments from microarray repositories, performance evaluation of known similarity metrics was conducted to compare experiment fingerprints. It was shown that Spearman correlation coefficient outperformed others by comparison on real datasets. This result shows that ranks of fingerprint values are more important than the exact values in experiment fingerprint.
Keywords :
bioinformatics; content-based retrieval; correlation methods; lab-on-a-chip; Spearman correlation coefficient; bioinformatics; biological experiments; content-based retrieval; database; fingerprint values; microRNA experiments; microarray experiment retrieval; microarray repositories; performance evaluation; query-by-example; real datasets; similarity metrics; Bioinformatics; Fingerprint recognition; Gene expression; Genomics; Visual databases; information retrieval; microRNA; microarray experiment;
Conference_Titel :
Signal Processing and Communications Applications Conference (SIU), 2015 23th
Conference_Location :
Malatya
DOI :
10.1109/SIU.2015.7129982