24 citations · 46 across the 8 of their papers we have counts for
3 papers · 1 filter
Rank-1 Similarity Matrix Decomposition For Modeling Changes in Antivirus Consensus Through Time
Robert J. Joyce, Edward Raff, Charles Nicholas
Although groups of strongly correlated antivirus engines are known to exist, at present there is limited understanding of how or why these correlations came to be. Using a corpus o…
MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels
Robert J. Joyce, Dev Amlani, Charles Nicholas +1
Malware family classification is a significant issue with public safety and research implications that has been hindered by the high cost of expert labels. The vast majority of cor…
A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels
Robert J. Joyce, Edward Raff, Charles Nicholas
In some problem spaces, the high cost of obtaining ground truth labels necessitates use of lower quality reference datasets. It is difficult to benchmark model performance using th…