Voronoi Cell-Based Clustering Using a Kernel Support


Support-primarily based clustering using kernels suffers from serious computational limitations inherent in many kernel ways when applied to terribly giant-scale problems despite its ability to identify clusters with advanced shapes. In this paper, we tend to propose a novel clustering algorithm known as Voronoi cell-based mostly clustering to expedite support-primarily based clustering using kernels. In contrast to previous studies, including the basin cell-based mostly technique, the proposed method achieves computational efficiency in each the training part to construct a support estimate using sampled knowledge to reduce the analysis of kernels and therefore the labeling part to assign a cluster label on every knowledge point nearest its representative purpose. The performance superiority of the proposed method over the other basin cell-primarily based methods in terms of computational time and storage potency is verified by various experiments using benchmark sets and in real applications to image segmentation.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Video Dissemination over Hybrid Cellular and Ad Hoc Networks - 2014 ABSTRACT: We study the problem of disseminating videos to mobile users by using a hybrid cellular and ad hoc network. In particular, we formulate
PROJECT TITLE : Secure and Efficient Data Transmission for Cluster-Based Wireless Sensor Networks - 2014 ABSTRACT: Secure data transmission is a critical issue for wireless sensor networks (WSNs). Clustering is an effective
PROJECT TITLE : PSR A Lightweight Proactive Source Routing Protocol For Mobile Ad Hoc Networks - 2014 ABSTRACT: Opportunistic data forwarding has drawn much attention in the research community of multihop wireless networking,
PROJECT TITLE : Multicast Capacity in MANET with Infrastructure Support - 2014 ABSTRACT: We study the multicast capacity under a network model featuring both node's mobility and infrastructure support. Combinations between
PROJECT TITLE : Joint Topology-Transparent Scheduling and QoS Routing in Ad Hoc Networks - 2014 ABSTRACT: This paper considers the problem of joint topologytransparent scheduling (TTS) and quality-of-service (QoS) routing in

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry