338 citations · 698 across the 54 of their papers we have counts for
5 papers · 1 filter
LionForests: Local Interpretation of Random Forests
Ioannis Mollas, Nick Bassiliades, Ioannis Vlahavas +1
Towards a future where machine learning systems will integrate into every aspect of people's lives, researching methods to interpret such systems is necessary, instead of focusing…
Structured Summarization of Academic Publications
Alexios Gidiotis, Grigorios Tsoumakas
We propose SUSIE, a novel summarization method that can work with state-of-the-art summarization models in order to produce structured scientific summaries for academic articles. W…
Synthetic Oversampling of Multi-Label Data based on Local Label Distribution
Bin Liu, Grigorios Tsoumakas
Class-imbalance is an inherent characteristic of multi-label data which affects the prediction accuracy of most multi-label learning methods. One efficient strategy to deal with th…
LioNets: Local Interpretation of Neural Networks through Penultimate Layer Decoding
Ioannis Mollas, Nikolaos Bassiliades, Grigorios Tsoumakas
Technological breakthroughs on smart homes, self-driving cars, health care and robotic assistants, in addition to reinforced law regulations, have critically influenced academic re…
A Review of Keyphrase Extraction
Eirini Papagiannopoulou, Grigorios Tsoumakas
Keyphrase extraction is a textual information processing task concerned with the automatic extraction of representative and characteristic phrases from a document that express all…