当前位置:网站首页>Paper notes: multi label learning ESMC (I don't understand it, but I haven't written it yet, so I'll put it here for a place temporarily)
Paper notes: multi label learning ESMC (I don't understand it, but I haven't written it yet, so I'll put it here for a place temporarily)
2022-06-25 04:34:00 【Minfan】
Abstract : Share your understanding of the paper . See the original Akbarnejad, A. H., & Baghshah, M. S. (2019). An efficient semi-supervised multi-label classi er capable of handling missing labels. IEEE Transactions on Knowledge and Data Engineering, 31, 229–242.
This paper looks like 2015 Annual investment , 2018 Annual employment , 2019 Annual publication . The cycle is really long .
1. Contribution of thesis
- Deal with the tail tags pertinently ( A few objects have labels ).
2. Basic symbols
The symbol system of the original text is a little strange , There has been some trimming here .
| Symbol | meaning | explain |
|---|---|---|
| X ∈ R N × F \mathbf{X} \in \mathbb{R}^{N \times F} X∈RN×F | Attribute matrix | |
| Y ∈ { 0 , 1 } N × K \mathbf{Y} \in \{0, 1\}^{N \times K} Y∈{ 0,1}N×K | Observed label matrix | |
| Z ∈ R N × K \mathbf{Z} \in \mathbb{R}^{N \times K} Z∈RN×K | Unobserved label matrix | Element is real |
3. Algorithm

4. Summary
- The experimental data set is not too large , Labels up to 500 individual .
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