Fast Streaming k-Means Clustering with Coreset Caching

IEEE We present new algorithms for k-means clustering on a data stream with a focus on providing fast responses to clustering queries. Compared to the state-of-the-art, our algorithms provide substantial improvements in the query time for cluster centers while retaining the desirable properties of p...

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Bibliographic Details
Main Authors: Yu Zhang, Kanat Tangwongsan, Srikanta Tirthapura
Other Authors: Mahidol University
Format: Article
Published: 2020
Subjects:
Online Access:https://repository.li.mahidol.ac.th/handle/123456789/59046
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Institution: Mahidol University