A Parallel and Updatable Architecture for FPGA-Based Packet Classification With Large-Scale Rule Sets
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Micro"
DOI: 10.1109/mm.2023.3238012
Abstract: As a programmable hardware, field-programmable gate array (FPGA) provides more opportunities for algorithmic network packet classification. Despite more than 10 years of research, the most actively investigated pipeline architectures still struggle to support fast rule… read more here.
Keywords: scale rule; rule; classification; packet classification ... See more keywords
Visual Exploration of Machine Learning Model Behavior with Hierarchical Surrogate Rule Sets
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on visualization and computer graphics"
DOI: 10.1109/tvcg.2022.3219232
Abstract: One of the potential solutions for model interpretation is to train a surrogate model: a more transparent model that approximates the behavior of the model to be explained. Typically, classification rules or decision trees are… read more here.
Keywords: rule; decision trees; rule sets; model ... See more keywords
Learning rule sets from survival data
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DOI: 10.1186/s12859-017-1693-x
Abstract: BackgroundSurvival analysis is an important element of reasoning from data. Applied in a number of fields, it has become particularly useful in medicine to estimate the survival rate of patients on the basis of their… read more here.
Keywords: rule sets; analysis; survival data; learning rule ... See more keywords