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- Lanzhou UniversityCN162 papers
- Institute of Modern PhysicsCN160 papers
- Shanghai Jiao Tong UniversityCN159 papers
- University of Chinese Academy of SciencesCN159 papers
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- Beihang UniversityCN155 papers
- Hunan Normal UniversityCN155 papers
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- Hebei UniversityCN154 papers
- Johannes Gutenberg University MainzDE154 papers
8 papers · 1 filter
Kernel Correlation-Dissimilarity for Multiple Kernel k-Means Clustering
Rina Su, Yu Guo, Caiying Wu +2
The main objective of the Multiple Kernel k-Means (MKKM) algorithm is to extract non-linear information and achieve optimal clustering by optimizing base kernel matrices. Current m…
Generalization-Memorization Machines
Zhen Wang, Yuan-Hai Shao
Classifying the training data correctly without over-fitting is one of the goals in machine learning. In this paper, we propose a generalization-memorization mechanism, including a…
Fuzzy Discriminant Clustering with Fuzzy Pairwise Constraints
Zhen Wang, Shan-Shan Wang, Lan Bai +2
In semi-supervised fuzzy clustering, this paper extends the traditional pairwise constraint (i.e., must-link or cannot-link) to fuzzy pairwise constraint. The fuzzy pairwise constr…
Multiple Flat Projections for Cross-manifold Clustering
Lan Bai, Yuan-Hai Shao, Wei-Jie Chen +2
Cross-manifold clustering is a hard topic and many traditional clustering methods fail because of the cross-manifold structures. In this paper, we propose a Multiple Flat Projectio…
A general model for plane-based clustering with loss function
Zhen Wang, Yuan-Hai Shao, Lan Bai +2
In this paper, we propose a general model for plane-based clustering. The general model contains many existing plane-based clustering methods, e.g., k-plane clustering (kPC), proxi…
Ramp-based Twin Support Vector Clustering
Zhen Wang, Xu Chen, Chun-Na Li +1
Traditional plane-based clustering methods measure the cost of within-cluster and between-cluster by quadratic, linear or some other unbounded functions, which may amplify the impa…