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fix README.md typo
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avengerandy committed Jul 6, 2024
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<a href="https://github.com/avengerandy/rankNet/actions"><img src="https://github.com/avengerandy/rankNet/actions/workflows/tests.yml/badge.svg" alt="tests"></a>

![05_rankNetArch](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/05_rankNetArch.png")
![05_rankNetArch](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/05_rankNetArch.png)

A study about learning DLsite trend function by rankNet and its distribution shift. For more detailed instructions, please see my blog post.

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I grab dataset directly from the DLsite website.

![10_datasetRank](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/10_datasetRank.png")
![10_datasetRank](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/10_datasetRank.png)

I write `dataset/getRankItem.js` to help me get `RankItem.json`.

![11_datasetFeature](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/11_datasetFeature.png")
![11_datasetFeature](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/11_datasetFeature.png)

`ItemDict.json` is from DLsite API.

## Result

### train test with same ranking page

![12_orderedTrainTestSplit](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/12_orderedTrainTestSplit.png")
![12_orderedTrainTestSplit](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/12_orderedTrainTestSplit.png)

![13_samePageResult](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/13_samePageResult.png")
![13_samePageResult](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/13_samePageResult.png)

### train test with different ranking page

![14_otherPageTrainTest](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/14_otherPageTrainTest.png")
![14_otherPageTrainTest](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/14_otherPageTrainTest.png)

![15_otherPageResult](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/15_otherPageResult.png")
![15_otherPageResult](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/15_otherPageResult.png)

## Distribution Shift

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Hypothesis Testing result shows training、testing with different ranking page will occer distribution shift.

![23_otherPageResultL1L2Nor](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/23_otherPageResultL1L2Nor.png")
![23_otherPageResultL1L2Nor](https://raw.githubusercontent.com/avengerandy/rankNet/master/img/23_otherPageResultL1L2Nor.png)

```
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