├── .ipynb_checkpoints └── KETITest-checkpoint.ipynb ├── KETI ├── .ipynb_checkpoints │ └── OutlierDetectionTest-checkpoint.ipynb ├── OutlierDetectionTest.ipynb ├── __Init__.py ├── __pycache__ │ └── outlierDetection.cpython-38.pyc ├── outlierDetection.py └── outlierDetector │ ├── __pycache__ │ └── lof.cpython-38.pyc │ └── lof.py ├── README.md ├── __pycache__ ├── utils.cpython-36.pyc ├── utils.cpython-37.pyc ├── utils.cpython-38.pyc └── utils.cpython-39.pyc ├── data ├── .DS_Store ├── nasa_bearing_test.csv └── nasa_bearing_train.csv ├── iforest.py ├── kde.py ├── lof.py ├── result ├── iforest │ ├── anomaly_score.csv │ └── anomaly_score_plot.jpg ├── kde │ ├── anomaly_score.csv │ └── anomaly_score_plot.jpg └── lof │ ├── anomaly_score.csv │ └── anomaly_score_plot.jpg ├── spectral.py └── utils.py /.ipynb_checkpoints/KETITest-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/.ipynb_checkpoints/KETITest-checkpoint.ipynb -------------------------------------------------------------------------------- /KETI/.ipynb_checkpoints/OutlierDetectionTest-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/KETI/.ipynb_checkpoints/OutlierDetectionTest-checkpoint.ipynb -------------------------------------------------------------------------------- /KETI/OutlierDetectionTest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/KETI/OutlierDetectionTest.ipynb -------------------------------------------------------------------------------- /KETI/__Init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /KETI/__pycache__/outlierDetection.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/KETI/__pycache__/outlierDetection.cpython-38.pyc -------------------------------------------------------------------------------- /KETI/outlierDetection.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/KETI/outlierDetection.py -------------------------------------------------------------------------------- /KETI/outlierDetector/__pycache__/lof.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/KETI/outlierDetector/__pycache__/lof.cpython-38.pyc -------------------------------------------------------------------------------- /KETI/outlierDetector/lof.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/KETI/outlierDetector/lof.py -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/README.md -------------------------------------------------------------------------------- /__pycache__/utils.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/__pycache__/utils.cpython-36.pyc -------------------------------------------------------------------------------- /__pycache__/utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/__pycache__/utils.cpython-37.pyc -------------------------------------------------------------------------------- /__pycache__/utils.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/__pycache__/utils.cpython-38.pyc -------------------------------------------------------------------------------- /__pycache__/utils.cpython-39.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/__pycache__/utils.cpython-39.pyc -------------------------------------------------------------------------------- /data/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/data/.DS_Store -------------------------------------------------------------------------------- /data/nasa_bearing_test.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/data/nasa_bearing_test.csv -------------------------------------------------------------------------------- /data/nasa_bearing_train.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/data/nasa_bearing_train.csv -------------------------------------------------------------------------------- /iforest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/iforest.py -------------------------------------------------------------------------------- /kde.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/kde.py -------------------------------------------------------------------------------- /lof.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/lof.py -------------------------------------------------------------------------------- /result/iforest/anomaly_score.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/result/iforest/anomaly_score.csv -------------------------------------------------------------------------------- /result/iforest/anomaly_score_plot.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/result/iforest/anomaly_score_plot.jpg -------------------------------------------------------------------------------- /result/kde/anomaly_score.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/result/kde/anomaly_score.csv -------------------------------------------------------------------------------- /result/kde/anomaly_score_plot.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/result/kde/anomaly_score_plot.jpg -------------------------------------------------------------------------------- /result/lof/anomaly_score.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/result/lof/anomaly_score.csv -------------------------------------------------------------------------------- /result/lof/anomaly_score_plot.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/result/lof/anomaly_score_plot.jpg -------------------------------------------------------------------------------- /spectral.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/spectral.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/HEAD/utils.py --------------------------------------------------------------------------------