VIAL-AD: Visual Interactive Labelling for Anomaly Detection - An Approach and Open Research Questions.

作者: Andreas Theissler , Anna-Lena Kraft , Fabian Erlenbusch , Max Rudeck

DOI:

关键词:

摘要:

参考文章(21)
Andreas Theissler, Detecting anomalies in multivariate time series from automotive systems Brunel University School of Engineering and Design PhD Theses. ,(2013)
A. Endert, P. Fiaux, C. North, Semantic Interaction for Sensemaking: Inferring Analytical Reasoning for Model Steering IEEE Transactions on Visualization and Computer Graphics. ,vol. 18, pp. 2879- 2888 ,(2012) , 10.1109/TVCG.2012.260
Xuemei Ding, Yuhua Li, Ammar Belatreche, Liam P. Maguire, An experimental evaluation of novelty detection methods Neurocomputing. ,vol. 135, pp. 313- 327 ,(2014) , 10.1016/J.NEUCOM.2013.12.002
Varun Chandola, Arindam Banerjee, Vipin Kumar, Anomaly detection: A survey ACM Computing Surveys. ,vol. 41, pp. 15- ,(2009) , 10.1145/1541880.1541882
Bernhard Schölkopf, John C. Platt, John Shawe-Taylor, Alex J. Smola, Robert C. Williamson, Estimating the Support of a High-Dimensional Distribution Neural Computation. ,vol. 13, pp. 1443- 1471 ,(2001) , 10.1162/089976601750264965
N. Goernitz, M. Kloft, K. Rieck, U. Brefeld, Toward supervised anomaly detection Journal of Artificial Intelligence Research. ,vol. 46, pp. 235- 262 ,(2013) , 10.1613/JAIR.3623
M. Sedlmair, A. Tatu, T. Munzner, M. Tory, A Taxonomy of Visual Cluster Separation Factors Computer Graphics Forum. ,vol. 31, pp. 1335- 1344 ,(2012) , 10.1111/J.1467-8659.2012.03125.X
Geoffrey Hinton, Laurens van der Maaten, Visualizing Data using t-SNE Journal of Machine Learning Research. ,vol. 9, pp. 2579- 2605 ,(2008)
Bartosz Krawczyk, Learning from imbalanced data: open challenges and future directions Progress in Artificial Intelligence. ,vol. 5, pp. 221- 232 ,(2016) , 10.1007/S13748-016-0094-0
Dominik Sacha, Leishi Zhang, Michael Sedlmair, John A. Lee, Jaakko Peltonen, Daniel Weiskopf, Stephen C. North, Daniel A. Keim, Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis IEEE Transactions on Visualization and Computer Graphics. ,vol. 23, pp. 241- 250 ,(2017) , 10.1109/TVCG.2016.2598495