Improving a Centroid-Based Clustering by Using Suitable Centroids from Another Clustering
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DOI: 10.1007/s00357-018-9296-4
Abstract: Fast centroid-based clustering algorithms such as k-means usually converge to a local optimum. In this work, we propose a method for constructing a better clustering from two such suboptimal clustering solutions based on the fact… read more here.
Keywords: based clustering; using suitable; improving centroid; clustering using ... See more keywords
A sparse pair-preserving centroid-based supervised learning method for high-dimensional biomedical data or images
Sign Up to like & getrecommendations! Published in 2020 at "Biocybernetics and Biomedical Engineering"
DOI: 10.1016/j.bbe.2020.03.008
Abstract: Abstract In various biomedical applications designed to compare two groups (e.g. patients and controls in matched case-control studies), it is often desirable to perform a dimensionality reduction in order to learn a classification rule over… read more here.
Keywords: high dimensional; sparse pair; matched case; pair preserving ... See more keywords
An Anomaly-Based IDS Framework Using Centroid-Based Classification
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DOI: 10.3390/sym14010105
Abstract: Botnet is an urgent problem that will reduce the security and availability of the network. When the bot master launches attacks to certain victims, the infected users are awakened, and attacks start according to the… read more here.
Keywords: centroid based; based classification; ids framework; based ids ... See more keywords