TY - GEN
T1 - Hybrid data mining algorithm in cloud computing using MapReduce framework
AU - Sahay, Siddharth
AU - Khetarpal, Suruchi
AU - Pradhan, Tribikram
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/1/24
Y1 - 2017/1/24
N2 - 'Data mining' has transformed into a ubiquitous term in the world of IT and Computer Science in recent times. Developments in this field have been countless. Using one of Apriori algorithm's numerous variants with a couple of insightful additions can significantly improve upon the existing standard of Data Mining. In this paper a new approach to considerably reduce the time complexity of the database scan has been proposed. This has been achieved by using the MapReduce framework for Hadoop Distributed File System (HDFS). Coupled with Cloud computing, which handles large data sets and processing remotely, the resultant system - that uses MapReduce for the full table scan, the Pincer-Search Algorithm, and Cloud Computing - is a force to reckon with.
AB - 'Data mining' has transformed into a ubiquitous term in the world of IT and Computer Science in recent times. Developments in this field have been countless. Using one of Apriori algorithm's numerous variants with a couple of insightful additions can significantly improve upon the existing standard of Data Mining. In this paper a new approach to considerably reduce the time complexity of the database scan has been proposed. This has been achieved by using the MapReduce framework for Hadoop Distributed File System (HDFS). Coupled with Cloud computing, which handles large data sets and processing remotely, the resultant system - that uses MapReduce for the full table scan, the Pincer-Search Algorithm, and Cloud Computing - is a force to reckon with.
UR - https://www.scopus.com/pages/publications/85014159853
UR - https://www.scopus.com/inward/citedby.url?scp=85014159853&partnerID=8YFLogxK
U2 - 10.1109/ICACCCT.2016.7831691
DO - 10.1109/ICACCCT.2016.7831691
M3 - Conference contribution
AN - SCOPUS:85014159853
T3 - Proceedings of 2016 International Conference on Advanced Communication Control and Computing Technologies, ICACCCT 2016
SP - 507
EP - 511
BT - Proceedings of 2016 International Conference on Advanced Communication Control and Computing Technologies, ICACCCT 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 International Conference on Advanced Communication Control and Computing Technologies, ICACCCT 2016
Y2 - 25 May 2016 through 27 May 2016
ER -