Multi-Label Manifold Learning
Authors: Peng Hou, Xin Geng, Min-Ling Zhang
AAAI 2016 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Extensive experiments show that the performance of multi-label learning can be improved significantly with the label manifold. |
| Researcher Affiliation | Academia | Peng Hou, Xin Geng , Min-Ling Zhang MOE Key Laboratory of Computer Network and Information Integration, School of Computer Science and Engineering, Southeast University, Nanjing 210096, China {hpeng, xgeng, zhangml}@seu.edu.cn |
| Pseudocode | No | Section 3, 'The ML2 Algorithm', describes the method in prose and mathematical equations but does not present a structured pseudocode or algorithm block. |
| Open Source Code | No | No explicit statement regarding the release of source code for the methodology, nor any repository links, were found in the paper. |
| Open Datasets | Yes | Table 1: Characteristics of the bench mark multi-label data sets. Data set ... cal500 ... audio ... enron ... image ... scene ... yeast ... slashdot ... corel5k ... rcv1-s1 ... rcv1-s2 ... bibtex ... corel16k-s1 ... corel16k-s2 ... tmc2007 |
| Dataset Splits | No | On each data set, 50% examples are randomly sampled without replacement to form the training set, and the rest 50% examples are used to form the test set. |
| Hardware Specification | No | No specific hardware details (e.g., CPU/GPU models, memory) used for running the experiments were provided in the paper. |
| Software Dependencies | No | No specific ancillary software details, such as programming languages, libraries, or solver names with version numbers, were provided for the experiment implementation. |
| Experiment Setup | Yes | The number of neighbors K for ML2 is set to q + 1, because it is necessary that K is larger than q to generate a q-dimensional space using K vectors. The parameters λ, C1 and C2 are set to 1, 1 and 10, respectively. The ensemble size for RAKEL is set to 2q with k = 3. |