Multi-view Subspace Clustering on Topological Manifold
Authors: Shudong Huang, Hongjie Wu, Yazhou Ren, Ivor Tsang, Zenglin Xu, Wentao Feng, Jiancheng Lv
NeurIPS 2022 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experimental results on several benchmark datasets illustrate the effectiveness of the proposed model, compared to the state-of-the-art competitors over the clustering performance. |
| Researcher Affiliation | Collaboration | 1College of Computer Science, Sichuan University, China 2School of Computer Science and Engineering, UESTC, China 3Centre for Frontier AI Research, A STAR, Singapore 4School of Computer Science and Technology, Harbin Institute of Technology Shenzhen, China |
| Pseudocode | Yes | Algorithm 1: Algorithm to solve Eq. (18) and Algorithm 2: The Algorithm for Eq. (5) |
| Open Source Code | Yes | Did you include the code, data, and instructions needed to reproduce the main experimental results (either in the supplemental material or as a URL)? [Yes] We provide them as a URL. |
| Open Datasets | Yes | The experiments are conducted on several benchmark datasets, namely, 3Sources, MSRC, 100Leaves, COIL-20, Caltech-7, Caltech-20, and MNIST. The detailed information of all datasets is given in Appendix A. ... We list the datasets and the URLs to download them. |
| Dataset Splits | Yes | Did you specify all the training details (e.g., data splits, hyperparameters, how they were chosen)? [Yes] The important details are provided in Section 4.2 and in the code. |
| Hardware Specification | Yes | All experiments are run on a workstation with Intel(R) Core(TM) i7-4770K CPU @ 3.50GHz and 32GB RAM, equipped with an NVIDIA GeForce RTX 2080 Ti GPU. |
| Software Dependencies | Yes | All codes are implemented in MATLAB 2021b. |
| Experiment Setup | Yes | Here we empirically search them in the range [0.1,0.5,1,5,10,50] for simplicity. ... In general, we could obtain a promising clustering performance by setting α = β = 10 in practical applications. |