57 citations · 60 across the 3 of their papers we have counts for
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cs.LG2016★ 57 cited
Expected Similarity Estimation for Large-Scale Batch and Streaming Anomaly Detection
Markus Schneider, Wolfgang Ertel, Fabio Ramos
We present a novel algorithm for anomaly detection on very large datasets and data streams. The method, named EXPected Similarity Estimation (EXPoSE), is kernel-based and able to e…
cs.LG2015★ 1 cited
Constant Time EXPected Similarity Estimation using Stochastic Optimization
Markus Schneider, Wolfgang Ertel, Günther Palm
A new algorithm named EXPected Similarity Estimation (EXPoSE) was recently proposed to solve the problem of large-scale anomaly detection. It is a non-parametric and distribution f…
cs.LG2014★ 2 cited
Transductive Learning for Multi-Task Copula Processes
Markus Schneider, Fabio Ramos
We tackle the problem of multi-task learning with copula process. Multivariable prediction in spatial and spatial-temporal processes such as natural resource estimation and polluti…