References
Ahmed G, Khan NM, Khalid Z, Ramer R (2010) Cluster head selection using decision trees for wireless sensor networks. In: IEEE international conference on intelligent sensors, sensor networks and information processing, Sydney
Alsheikh MA, Lin S, Niyato D, Tan HP (2014) Machine learning in wireless sensor networks: algorithms, strategies, and applications. IEEE Commun Surv Tutor 16(4):1996–2018
Arabi Z (2010) HERF: a hybrid energy efficient routing using a fuzzy method in wireless sensor networks. In: International Conference on Intelligent and Advanced Systems (ICIAS), Manila
Barbancho J, León C, Molina F, Barbancho A (2008) A new QoS routing algorithm based on self-organizing maps for wireless sensor networks. Telecommun Syst 36:73–83
Bhargavi R, Vaidehi V (2013) Semantic intrusion detection with multisensor data fusion using complex event processing. Sadhana 38(2):169–185
Chandraskar JB, Ganapathy K, Vaidehi V (2014) Dynamic higher level learning radial basis function for healthcare application. In: International conference on recent trends in information technology, Chennai
Dhivya Poorani V, Ganapathy K, Vaidehi V (2012) Sensor based decision making inference system for remote health monitoring. In: International conference on recent trends in information technology, Chennai
Forster A, Murphy AL (2010) CLIQUE: role-free clustering with Q-learning for wireless sensor networks. In: 29th IEEE international conference on distributed computing systems, Montreal
Mingyan Gao, Ramesh Jain et al (2012) Eventshop: from heterogeneous web streams to personalized situation detection and control. In: Proceedings of the 4th annual ACM web science conference, pp 105–108
Jafarzadeh SZ, Moghaddam MHY (2014) Design of energy-aware QoS routing algorithm in wireless sensor networks using reinforcement learning. In: 4th International Conference on Computer and Knowledge Engineering (ICCKE), Mashhad
Kirthana R, Bhargavi VV (2014) Online incremental learning algorithm for anomaly detection and prediction in health care. In: International Conference on Recent Trends in Information Technology (ICRTIT), Chennai
Kumar N, Kumar M (2010) Neural network based energy efficient clustering and routing in wireless sensor networks. In: First international conference on networks & communications, Chennai
Lee SH, Chung TC (2006) Data aggregation for wireless sensor networks using self-organizing map. In: International conference on AI, simulation and planning in high autonomy systems, Berlin
Lin S, Kalogeraki V et al (2009) Online information compression in sensor networks. In: IEEE international conference on communications, Istanbul
Mary Livinsa Z, Jayashri S (2015) Localization with beacon based support vector machine in wireless sensor networks. In: International conference on robotics, automation, control and embedded systems (RACE), Chennai
Morell A, Correa A et al (2016) Data aggregation and principal component analysis in WSNs. IEEE Trans Wirel Commun 15(6):3908–3919
Muniraju G, Zhang S, Tepedelenlio C (2017) Location based distributed spectral clustering for wireless sensor networks. In: Sensor Signal Processing for Defense Conference (SSPD), London
Paladina L, Paone M (2007) Self-organizing maps for distributed localization in wireless sensor networks. In: 12th IEEE symposium on computers and communications, Las Vegas
Park GY, Kim H, Jeong HW, Youn HY (2013) A novel cluster head selection method based on K-means algorithm for energy efficient wireless sensor network. In: WAINA’14 proceedings of the 27th international conference on advanced information networking and applications, Barcelona
Shareef A, Zhu Y, Musavi M (2008) Localization using neural networks in wireless sensor networks. In: Proceedings of the 1st international conference on mobile wireless middleware, operating systems, and applications, Turkey
Sharma VK, Shukla SSP (2012) A tailored Q-learning/or routing in wireless sensor networks. In: 2nd IEEE international conference on parallel, distributed and grid computing, Solan
Sri Ganseh K, Shekhar R, Vaidehi V (2011) Semantic intrusion detection system using pattern matching and state transition analysis. In: IEEE-International Conference on Recent Trends in Information Technology, ICRTIT, Chennai
Srinivasan S, Bhargavi R, Ramkumar K, Vaidehi V (2013) An incremental algorithm technique for health abnormality prediction. In: EEE International Conference on Recent Trends in Information Technology, ICRTIT, Chennai
Tran D, Nguyen T (2008) Localization in wireless sensor networks based on support vector machines. IEEE Trans Parallel Distrib Syst 19(7):981–994
Vaidehi V, Sandhya M, Karthika J (2011) Power optimization for object detection and tracking in wireless sensor networks. In: IEEE-International Conference on Recent Trends in Information Technology, ICRTIT, Chennai
Vaidehi V, Ganapathy K, Raghuraman V (2015) A genetic approach for personalized healthcare. In: IEEE 28th Canadian Conference on Electrical and Computer Engineering (CCECE), Halifax
Wang M, Wen-xin F, Ya-dong L, Heng-wei L (2016) An improved localization for wireless sensor network using support vector regression. In: IEEE International Conference on Computational Electromagnetics (ICCEM), Guangzhou
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Section Editor information
Rights and permissions
Copyright information
© 2019 Springer Nature Switzerland AG
About this entry
Cite this entry
Vijayakumar, V. (2019). Application of Machine Learning in Wireless Sensor Network. In: Shen, X., Lin, X., Zhang, K. (eds) Encyclopedia of Wireless Networks. Springer, Cham. https://doi.org/10.1007/978-3-319-32903-1_282-1
Download citation
DOI: https://doi.org/10.1007/978-3-319-32903-1_282-1
Received:
Accepted:
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-32903-1
Online ISBN: 978-3-319-32903-1
eBook Packages: Springer Reference Computer SciencesReference Module Computer Science and Engineering