├── 02_HBOS.ipynb ├── 03_ECOD.ipynb ├── 04_iForest.ipynb ├── 05_PCA.ipynb ├── 06. OCSVM.ipynb ├── 07_GMM.ipynb ├── 08_KNN.ipynb ├── 09_LOF.ipynb ├── 10_CBLOF.ipynb ├── 11_XGBOD.ipynb ├── 12_Autoencoders.ipynb ├── 13. Under-sampling.ipynb ├── 14. Over-sampling.ipynb ├── 15. Sampling.ipynb ├── PCA Anomaly Score Explained.ipynb └── handbook_AD_2nd_sample.pdf /02_HBOS.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/02_HBOS.ipynb -------------------------------------------------------------------------------- /03_ECOD.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/03_ECOD.ipynb -------------------------------------------------------------------------------- /04_iForest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/04_iForest.ipynb -------------------------------------------------------------------------------- /05_PCA.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/05_PCA.ipynb -------------------------------------------------------------------------------- /06. OCSVM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/06. OCSVM.ipynb -------------------------------------------------------------------------------- /07_GMM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/07_GMM.ipynb -------------------------------------------------------------------------------- /08_KNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/08_KNN.ipynb -------------------------------------------------------------------------------- /09_LOF.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/09_LOF.ipynb -------------------------------------------------------------------------------- /10_CBLOF.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/10_CBLOF.ipynb -------------------------------------------------------------------------------- /11_XGBOD.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/11_XGBOD.ipynb -------------------------------------------------------------------------------- /12_Autoencoders.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/12_Autoencoders.ipynb -------------------------------------------------------------------------------- /13. Under-sampling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/13. Under-sampling.ipynb -------------------------------------------------------------------------------- /14. Over-sampling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/14. Over-sampling.ipynb -------------------------------------------------------------------------------- /15. Sampling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/15. Sampling.ipynb -------------------------------------------------------------------------------- /PCA Anomaly Score Explained.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/PCA Anomaly Score Explained.ipynb -------------------------------------------------------------------------------- /handbook_AD_2nd_sample.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/dataman-git/Handbook-of-anomaly-detection/HEAD/handbook_AD_2nd_sample.pdf --------------------------------------------------------------------------------