anomaly-detection-resources

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我想要做一个异常检测系统，但准确率、召回不高

heyd7fc

There is a new survey on outlier detection time series

2

I googled **outlier detection time series** and I found this appeared first: [A review on outlier/anomaly detection in time series data](https://arxiv.org/abs/2002.04236) This review was composed this year. I have read...

EricWebsmith

Good Tutorial Slides from UIUC

1

See here https://slideplayer.com/slide/6437518/

minghaoouutexas

Is there any possbility that a ordinary supervised model performs better than a outlier algorithm in this task?

5

I have tried some outlier detection datasets (ODDs) in this website like Annthyroid dataset (http://odds.cs.stonybrook.edu/annthyroid-dataset/). However, when I compare some ordinary supervised models (e.g., SVM and Random Forest), **the results...

Minqi824

Hi, We have developed a novel approach for detecting outliers in categorical datasets which you might want to add to this excellent repository. - Theory: https://onlinelibrary.wiley.com/doi/full/10.1111/sjos.12407 - Software: https://github.com/mlindsk/molic /Mads

mlindsk

提交一本关于路由器异常检测的书籍 Anomaly-Detection and Health-Analysis Techniques for Core Router Systems https://link.springer.com/book/10.1007%2F978-3-030-33664-6#toc

smartleizi

中文版本与英文版本区别不大

1

如题，感觉中文版本与英文版本区别不大，仅导语部分有区别。 是不是之后可以做更多的一些本地化的操作？

youngfish42

Outlier detection with autoencoder ensembles这篇文章是不是采用了类似随机失活（dropout）的方法呢？

1

感觉更像是采用了随机失活所抛弃掉的方法，尽管这样说可能有点刻薄了。另外预训练那一块论文也没详细说明

lupupu

Skip-GANomaly: Skip Connected and Adversarially Trained Encoder-Decoder 这篇文章怎么样呢？

1

谢啦

lupupu

Very cool, informative site ! I am currently looking for benchmark tests for anomaly detections in Big Data. Do you know anything about this?

Sabi89129