Ultra-Scalable Spectral Clustering and Ensemble Clustering

This paper focuses on scalability and robustness of spectral clustering for extremely large-scale datasets with limited resources. Two novel algorithms are proposed, namely, ultra-scalable spectral clustering (U-SPEC) and ultra-scalable ensemble clustering (U-SENC)... (read more)

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Datasets


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image/Document Clustering pendigits U-SPEC runtime (s) 1.01 # 3
NMI 0.803 # 5

Methods used in the Paper


METHOD TYPE
Large-scale spectral clustering
Clustering
Spectral Clustering
Clustering