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Journal of Networking Technology

Data Mining Approaches for Correlation and Cache Replacement in Wireless Ad Hoc Networks

Sudha Rani Y J, Seetha M
JNTUH, SMGOI, Hyderabad, Telangana, India & GNITS, Hyderabad, Telangana, India

Abstract: Wireless Ad Hoc network is a collection of wireless nodes that are self-configured without fixed infrastructure. In such nodes caching is the mechanism that makes use of high speed memory known as cache memory. This memory holds frequently used data so as to reduce data transmission. It also leads to better data management. It is very useful especially in ad hoc networks that do not have fixed infrastructure. Many researchers contributed towards better data management through caching and cache replacement techniques. Base line algorithms like LRU and NRU need to be improved for better performance. Data mining technique approaches like Association Rule Mining (ARM) can be used to have better performance in cache coordination and cache replacement. The FP-Growth algorithm is used for this purpose by some researchers. However, this algorithm consumes more resources. Therefore, a light weight algorithm for discovering association rules is needed. In this paper we used FIN ARM as part of our methodology for better data management and cache replacement. Our simulation study resulted in better performance when compared with LRU and FP-Growth algorithms.

Keywords: Wireless Ad Hoc Network, Caching, Cache Replacement, Association Rule Mining Data Mining Approaches for Correlation and Cache Replacement in Wireless Ad Hoc Networks

DOI:https://doi.org/10.6025/jnt/2020/11/4/129-135

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References:

[1] Vimala, S., Anbarasu, R. (2012). Efficient Cache Replacement Techniques Based on Information Density over Wireless Adhoc Networks. ISSN. 2 (3) 209-214.
[2] Shanmugavadivu, K., Madheswaran, M. (2010). Caching Technique for Improving Data Retrieval Performance in Mobile Ad Hoc Networks. IJCSIT. 1 (4) 249-255.
[3] RadhaVasan, A., Vinoth, N., Rahuman, Abdul., N., Silambarasan, S. (2014). Wireless Ad hoc Network using Counter Based Cache Replacement Algorithm. JARCCE. 3 (1) 5039-5042.
[4] Praksah, A., Durga, K. B. K. S., Divya, P., Jayanth, B. (2014). Caching Strategies Based on Information Solidity Evaluation in Wireless Ad Hoc Networks. IJARCSSE. 4 (10) 123-129.
[5] Nagaraju, D., Srinivasa rao, L., Nageswara Rao, K. (2012). Caching Strategies Based on Information Density Estimation in Wireless Ad Hoc Networks. IJCER. (6) 139-146.
[6] Dhanashri., Dhobale., D., Ghorpade, V. R. (2011). Wireless Ad-Hoc Networks with On-Demand Cache Routing. IJCTE. 3 (6) 785-789.
[7] Rao, Atul., Kumar, Prashant., Chauhan, Naveen. (2011). Cooperative Caching Strategies for MANETs and IMANETs. ICACCT, 89-95.
[8] Mandhare, V. V., Thool, R. C. (2014). Improving Performance In: Mobile Ad-hoc Network Using Data Caching Schemes: A Review. IJCTA. 5 (5) 1780-1788.
[9] Theresa Joya, Preetha., Jacob, Poulose., K. (2014). Cache Discovery Over a Multihop Wireless Ad Hoc Network. IJIP. 8 (2) 71-80.
[10] Suganya, S. L., Gandhi, Indra., R. (2014). Implementation of Cooperative Caching in Social Wireless Networks. IJECS 3 (5) 6147-6152.
[11] Zam, Abdulaziz., Movahedinia, N. (2013). Performance Improvement of Cache Management In: Cluster Based MANET. IJCNIS. 10, 24-29.
[12] Lin Yao , Jing Deng., Jie Wang., Guowei Wua. (2015). A-CACHE: Ananchor-based public key caching scheme in large wireless networks. ELSEVIER. 87 (0) 78–88.
[13] Badru, D., Deepthi, P., Sankaraiah, B. (2017). Analysis on Intrusion & Detection of Sybil Attacks in Mobile Adhoc Networks Using Classification. IJARF. 4 (3) 1-5.
[14] Hallousha, Rami., Liub, Hang., N., Dongc, Lijun., Wud, Mingquan., Radhae, Hayder. (2017). Hop-by-hop Content Distribution with Network Coding in Multihop Wireless Networks. ELSEVIER. 3 (0) 47–54.
[15] Islam, Shaikh. (2010). Exploring Correlation Among Data Items for Cache Replacement in Ad-hoc Networks. IEEE, p. 1-4.
[16] Deng, Z., Lv, S. (2014). Fast mining frequent item sets using Nodesets. Elsevier, Expert Systems with Applications, 41, 4505-4512.

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