K-sums clustering: A stochastic optimization approach
In this paper, we revisit the decades-old clustering method k-means. The egg-chicken loop in traditional k-means has been replaced by a pure stochastic optimization procedure. The optimization is undertaken from the perspective of each individual sample. Different from existing incremental k-means,...
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| Main Authors: | , , , |
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| Format: | text |
| Language: | English |
| Published: |
Institutional Knowledge at Singapore Management University
2021
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/sis_research/6806 https://ink.library.smu.edu.sg/context/sis_research/article/7809/viewcontent/K_sums.pdf |
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| Institution: | Singapore Management University |
| Language: | English |