Title :
Indexing protein sequence/ structure databases using decision tree: A preliminary study
Author :
Jaber, Khalid ; Abdullah, Rosni ; Rashid, Nur´Aini Abdul
Author_Institution :
Sch. of Comput. Sci., Univ. Sains Malaysia, Minden, Malaysia
Abstract :
Currently, the size of biological databases has increased significantly with the growing number of users and the rate of queries where some databases are of terabyte size. Hence, there is an increasing need to access databases at the fastest possible rate. Where biologists are concerned, the need is more of a means to fast, scalable and accuracy searching in biological databases. This may seem to be a simple task, given the speed of current available gigabytes processors. However, this is far from the truth as the growing numbers of data which are deposited into the database are ever increasing. Hence, searching the database becomes a difficult and time-consuming task instead. Here, the computer scientist can help to organize data in a way that allows biologists to quickly search existing information and to predict new entries. In this study, a decision tree indexing method is presented. This method of indexing can effectively and rapidly retrieve all the similar proteins from a large database for a given protein query. Consequently, it can also be used as a predicted model to predict proteins which have not been determined experimentally. Based on published works using indexing techniques for different applications, the theoretical concept is presented and the decision tree can be adapted for use in indexing databases.
Keywords :
biology computing; database indexing; decision trees; proteins; query processing; accuracy searching; biological databases; database indexing; decision tree; protein query; protein sequence databases; protein structure databases; Bioinformatics; Classification algorithms; Genomics; Humans; Proteins; Bioinformatics; Data Mining; Decision Tree; Indexing Database; Protein Sequence; Protein Structure;
Conference_Titel :
Information Technology (ITSim), 2010 International Symposium in
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-6715-0
DOI :
10.1109/ITSIM.2010.5561558