4 papers
Unsupervised Pairwise Causal Discovery on Heterogeneous Data using Mutual Information Measures
Alexandre Trilla, Nenad Mijatovic
A fundamental task in science is to determine the underlying causal relations because it is the knowledge of this functional structure what leads to the correct interpretation of a…
Industrial-Grade Smart Troubleshooting through Causal Technical Language Processing: a Proof of Concept
Alexandre Trilla, Ossee Yiboe, Nenad Mijatovic +1
This paper describes the development of a causal diagnosis approach for troubleshooting an industrial environment on the basis of the technical language expressed in Return on Expe…
Industrial-Grade Time-Dependent Counterfactual Root Cause Analysis through the Unanticipated Point of Incipient Failure: a Proof of Concept
Alexandre Trilla, Rajesh Rajendran, Ossee Yiboe +3
This paper describes the development of a counterfactual Root Cause Analysis diagnosis approach for an industrial multivariate time series environment. It drives the attention towa…
Parallel Hierarchical Affinity Propagation with MapReduce
Dillon Mark Rose, Jean Michel Rouly, Rana Haber +2
The accelerated evolution and explosion of the Internet and social media is generating voluminous quantities of data (on zettabyte scales). Paramount amongst the desires to manipul…