Robert J. Joyce

Publication Activity (10 Years)

Years Active: 2021-2023
Publications (10 Years): 13

Top Topics

Class Imbalance

Comparative Study

Matrix Factorization

Top Venues

Publications

Ran Liu, Robert J. Joyce, Cynthia Matuszek, Charles Nicholas
Evaluating Representativeness in PDF Malware Datasets: A Comparative Study and a New Dataset. BigData (2023)
Maksim Ekin Eren, Manish Bhattarai, Robert J. Joyce, Edward Raff, Charles Nicholas, Boian S. Alexandrov
Semi-Supervised Classification of Malware Families Under Extreme Class Imbalance via Hierarchical Non-Negative Matrix Factorization with Automatic Model Selection. ACM Trans. Priv. Secur. 26 (4) (2023)
Robert J. Joyce, Edward Raff, Charles Nicholas, James Holt
MalDICT: Benchmark Datasets on Malware Behaviors, Platforms, Exploitation, and Packers. CoRR (2023)
Robert J. Joyce, Edward Raff, Charles Nicholas, James Holt
MalDICT: Benchmark Datasets on Malware Behaviors, Platforms, Exploitation, and Packers. CAMLIS (2023)
Robert J. Joyce, Dev Amlani, Charles Nicholas, Edward Raff
MOTIF: A Malware Reference Dataset with Ground Truth Family Labels. Comput. Secur. 124 (2023)
Robert J. Joyce, Tirth Patel, Charles Nicholas, Edward Raff
AVScan2Vec: Feature Learning on Antivirus Scan Data for Production-Scale Malware Corpora. AISec@CCS (2023)
Robert J. Joyce, Tirth Patel, Charles Nicholas, Edward Raff
AVScan2Vec: Feature Learning on Antivirus Scan Data for Production-Scale Malware Corpora. CoRR (2023)
Maksim Ekin Eren, Manish Bhattarai, Robert J. Joyce, Edward Raff, Charles Nicholas, Boian S. Alexandrov
Semi-supervised Classification of Malware Families Under Extreme Class Imbalance via Hierarchical Non-Negative Matrix Factorization with Automatic Model Selection. CoRR (2023)
Robert J. Joyce, Edward Raff, Charles Nicholas
Rank-1 Similarity Matrix Decomposition For Modeling Changes in Antivirus Consensus Through Time. CoRR (2022)
Robert J. Joyce, Dev Amlani, Charles Nicholas, Edward Raff
MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels. CoRR (2021)
Charles Nicholas, Robert J. Joyce, Steve Simske
Document engineering issues in malware analysis. DocEng (2021)
Robert J. Joyce, Edward Raff, Charles Nicholas
A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels. CoRR (2021)
Robert J. Joyce, Edward Raff, Charles Nicholas
A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels. AISec@CCS (2021)