activity
20172022
most citedBeyond MeSH: Fine-Grained Semantic Indexing of Biomedical Literature based on Weak Supervision

15 citations · 31 across the 15 of their papers we have counts for

collaborators

23 papers

cs.LG2022

Truthful Meta-Explanations for Local Interpretability of Machine Learning Models

Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas

Automated Machine Learning-based systems' integration into a wide range of tasks has expanded as a result of their performance and speed. Although there are numerous advantages to…

cs.CL2022

Artificial Disfluency Detection, Uh No, Disfluency Generation for the Masses

T. Passali, T. Mavropoulos, G. Tsoumakas +2

Existing approaches for disfluency detection typically require the existence of large annotated datasets. However, current datasets for this task are limited, suffer from class imb…

cs.LG2022

Local Explanation of Dimensionality Reduction

Avraam Bardos, Ioannis Mollas, Nick Bassiliades +1

Dimensionality reduction (DR) is a popular method for preparing and analyzing high-dimensional data. Reduced data representations are less computationally intensive and easier to m…

cs.CL2021

Bayesian Active Summarization

Alexios Gidiotis, Grigorios Tsoumakas

Bayesian Active Learning has had significant impact to various NLP problems, but nevertheless it's application to text summarization has been explored very little. We introduce Bay…

cs.LG2021

Short-term Renewable Energy Forecasting in Greece using Prophet Decomposition and Tree-based Ensembles

Argyrios Vartholomaios, Stamatis Karlos, Eleftherios Kouloumpris +1

Energy production using renewable sources exhibits inherent uncertainties due to their intermittent nature. Nevertheless, the unified European energy market promotes the increasing…

cs.DL20211 cited

Harvesting the Public MeSH Note field

Anastasios Nentidis, Anastasia Krithara, Grigorios Tsoumakas +1

In this document, we report an analysis of the Public MeSH Note field of the new descriptors introduced in the MeSH thesaurus between 2006 and 2020. The aim of this analysis was to…