Witan: unsupervised labelling function generation for assisted data programming

B Denham, EMK Lai, R Sinha, MA Naeem - Proceedings of the VLDB …, 2022 - dl.acm.org
Effective supervised training of modern machine learning models often requires large
labelled training datasets, which could be prohibitively costly to acquire for many practical …

Embedded Clustering by Intent: an Active Network Traffic Clustering method

J Plantinga - 2024 - studenttheses.uu.nl
Gathered data sources hold increasing significance for law enforce-ment agencies to find
evidence for criminal investigations. Network traffic stands out as one such data source …

[PDF][PDF] Tolerant Machine Learning for Deficient Training Data

BJ Denham - 2022 - openrepository.aut.ac.nz
While supervised machine learning methods have shown great potential for automating time-
consuming manual data classification tasks, their application is often hindered by …