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Isolation Forest B04505011 工海三 顧家琛.

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Presentation on theme: "Isolation Forest B04505011 工海三 顧家琛."— Presentation transcript:

1 Isolation Forest B 工海三 顧家琛

2 Outline Algorithm Introduction Code Review Live Demo(Using InAnalysis)
.iTree .iForest Code Review .Parameters . n_estimators . max_samples Live Demo(Using InAnalysis) Conclusion Reference

3 Algorithm Introduction
iTree .randomly selecting a feature .randomly selecting a split value 

4 Algorithm Introduction
iTree Who’s abnormal?

5 Algorithm Introduction
iForest .measure of normality .高度log2(n))

6 Code Review

7 WHY? Code Review n_estimators , max_samples :
Default: n_estimators = 100 , max_samples = 256 WHY?

8 WHY? Code Review n_estimators , max_samples :
Default: n_estimators = 100 , max_samples = 256 WHY?

9 Code Review n_estimators , max_samples :
Default: n_estimators = 100 , max_samples = 256

10 Code Review n_estimators , max_samples :
Default: n_estimators = 100 , max_samples = 256

11 Live demo

12 Conclusion

13 Reference https://read01.com/xD8AEnO.html
learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html#sklear n.ensemble.IsolationForest


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