Title	Similar and Class Based Image Retrieval Using Hash Code
Author	B.Bharathi, Nagarjuna Reddy Akkim
Citation	Vol. 15  No. 3  pp. 36-39
Keywords	similar image retrieval, hash codes, hamming distance.

Title	Verification and Validation of Agent-Based Model Using E-VOMAS Approach
Author	Abid Saeed Khattak, Malik Sikander Hayat Khiyal, Sanam Shahla Rizvi
Citation	Vol. 15  No. 3  pp. 29-35
Keywords	Verification and validation (V&V), E-VOMAS, Agent-based Model, Information and communication (ICT), software engineering.

Title	Horizontal Aggregations In SQL To Generate Data Sets For Data Mining Analysis In An Optimized Manner
Author	Rekha S. Nyaykhor, Nilesh T. Deotale
Citation	Vol. 15  No. 3  pp. 24-28
Keywords	Data Mining, Horizontal Aggregations, PIVOT, SQL, Data

Title	Educational Data Mining with Focus on Dropout Rates
Author	Rosangela Villwock, Andressa Appio and Aldioni Adaiani Andreta
Citation	Vol. 15  No. 3  pp. 17-23
Keywords	Process of Knowledge Discovery in Databases Classification Socioeconomic Patterns Patterns of Courses.