Multiple Partitions Aligned Clustering
Authors: Zhao Kang, Zipeng Guo, Shudong Huang, Siying Wang, Wenyu Chen, Yuanzhang Su, Zenglin Xu
IJCAI 2019 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We conduct experiments on four benchmark data sets: BBCSport, Caltech7, Caltech20, Handwritten Numerals. Their statistics information is summarized in Table 1. We compare the proposed m PAC with several state-of-the-art methods from different categories |
| Researcher Affiliation | Academia | 1School of Computer Science and Engineering, University of Electronic Science and Technology of China 2School of Foreign Languages, University of Electronic Science and Technology of China zkang@uestc.edu.cn, {zpguo, huangsd, siyingwang}@std.uestc.edu.cn, {cwy, syz, zlx}@uestc.edu.cn |
| Pseudocode | Yes | Algorithm 1 Optimization for m PAC |
| Open Source Code | Yes | Our code is available: https://github.com/sckangz/mPAC |
| Open Datasets | Yes | We conduct experiments on four benchmark data sets: BBCSport, Caltech7, Caltech20, Handwritten Numerals. Their statistics information is summarized in Table 1. |
| Dataset Splits | No | The paper mentions conducting experiments on benchmark datasets and repeating methods 10 times but does not provide specific training, validation, or test dataset split percentages or sample counts. |
| Hardware Specification | No | The paper does not provide specific details about the hardware (e.g., GPU models, CPU types, memory amounts) used for running the experiments. |
| Software Dependencies | No | The paper does not provide specific software dependencies with version numbers (e.g., Python version, library names with versions) needed to replicate the experiment. |
| Experiment Setup | Yes | Input: Multiview matrix X1, , Xv, cluster number c, parameters α, β, γ. ... Taking Caltech7 as an example, we demonstrate the influence of parameters to clustering performance. ... it becomes more robust to α and β when γ increases, which indicates the importance of partition alignment. |