Minh-Anh's datasets

"The speech dataset was also provided by (see citation request) and contains real world data from recorded English language. The normal class contains data from persons having an American accent…

"This UCI dataset contains the hand- written digits 0–9 of 45 different writers. All digits are kept, except for the digit 4. From this class, the first 10 instances are kept (similar to…

"This UCI dataset contains the hand- written digits 0–9 of 45 different writers. Here, in the “global” task, we only keep the digit 8 as the normal class and sample the 10…

This dataset is not the original dataset. The target variable "Target" is relabeled into "Normal" and "Anomaly".

E. Schubert","R. Wojdanowski","A. Zimek","H.-P. Kriegel","On Evaluation of Outlier Rankings and Outlier Scores","In Proceedings of the 12th SIAM International Conference on Data Mining…

This dataset is not the original dataset. The target variable "Target" is relabeled into "Normal" and "Anomaly". This dataset is used in "Learning hyperparameters…

The Covertype data which is available at UCI repository. In our experiments, instances from class 2 are considered as normal points and instances from class 4 are anomalies. The anomalies ratios is…

The data set is picked from KDD Cup 1999 data, which is available at UCI repository. Using the ‘service’ attribute, the second largest subsets is Smtp (95,156 records) with anomaly ratios…

Thanks to NASA for allowing UCL to use the shuttle datasets. "The shuttle dataset describes radiator positions in a NASA space shuttle with 9 attributes and was designed for supervised anomaly…

Modified “Statlog (Shuttle)” dataset from the UCI machine learning for Unsupervised Anomaly Detection. The Statlog (Shuttle) data which is available at UCI repository. In our ex-…

The satellite dataset comprises of features extracted from satellite observations. In particular, each image was taken under four different light wavelength, two in visible light (green and red) and…

The data is generated from a synthetic data generator Mulcross (see Paper) and available. Mulcross generates a multi-variate normal distribution with a selectable number of anomaly clusters. In our…

The data set is picked from KDD Cup 1999 data, which is available at UCI repository. Using the ‘service’ attribute, the largest subsets is Http (567,497 records) with anomaly ratios of…

"The features of the breast-cancer dataset are extracted from medical images of a fine needle aspirate (FNA) describing the cell nuclei. The task of the UCI dataset is to separate cancer from…

Artificial test data set with 4 normal distributions (one of which with low density), a micro cluster and local anomalies. This dataset is not the original dataset. The target variable…

Simulated data set. 1000 normal observations were drawn from a multivariate normal distribution of variable size 4, with mean zero and no correlation and variance for each feature between 1 and 10.…

Simulated data set. 1000 normal observations were drawn from a multivariate normal distribution of variable size 4, with mean zero and no correlation and variance for each feature between 1 and 10.…

Simulated data set. 1000 normal observations were drawn from a multivariate normal distribution of variable size 10, with mean zero and no correlation and variance for each feature between 1 and 10.…

Simulated data set. 1000 normal observations were drawn from a multivariate normal distribution of variable size 4, with mean zero and no correlation and variance for each feature between 1 and 10.…

The original thyroid disease (ann-thyroid) dataset from UCI machine learning repository is a classification dataset, which is suited for training ANNs. It has 3772 training instances and 3428 testing…