Search Results for author: Nick Bassiliades

Found 13 papers, 8 papers with code

SWRL2SPIN: A tool for transforming SWRL rule bases in OWL ontologies to object-oriented SPIN rules

2 code implementations27 Jan 2018 Nick Bassiliades

Semantic Web Rule Language (SWRL) combines OWL (Web Ontology Language) ontologies with Horn Logic rules of the Rule Markup Language (RuleML) family.

VisioRed: A Visualisation Tool for Interpretable Predictive Maintenance

1 code implementation31 Mar 2021 Spyridon Paraschos, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas

The use of machine learning rapidly increases in high-risk scenarios where decisions are required, for example in healthcare or industrial monitoring equipment.

BIG-bench Machine Learning Decision Making +2

Conclusive Local Interpretation Rules for Random Forests

1 code implementation13 Apr 2021 Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas

LionForests is a random forest-specific interpretation technique, which provides rules as explanations.

Binary Classification Decision Making +1

Local Multi-Label Explanations for Random Forest

1 code implementation5 Jul 2022 Nikolaos Mylonas, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas

Random Forest falls short on this property, especially when a large number of tree predictors are used.

Classification Decision Making +2

Truthful Meta-Explanations for Local Interpretability of Machine Learning Models

1 code implementation7 Dec 2022 Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas

As a result, the demand for a selection tool, a meta-explanation technique based on a high-quality evaluation metric, is apparent.

The Tomaco Hybrid Matching Framework for SAWSDL Semantic Web Services

no code implementations21 Oct 2014 Thanos G. Stavropoulos, Stelios Andreadis, Nick Bassiliades, Dimitris Vrakas, Ioannis Vlahavas

The algorithm is hybrid in nature, combining novel and known concepts, such as a logic-based strategy and syntactic text-similarity measures on semantic annotations and textual descriptions.

Retrieval text similarity

LionForests: Local Interpretation of Random Forests

no code implementations20 Nov 2019 Ioannis Mollas, Nick Bassiliades, Ioannis Vlahavas, Grigorios Tsoumakas

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 exclusively on enhancing their performance.

BIG-bench Machine Learning

Mechanism Design for Efficient Online and Offline Allocation of Electric Vehicles to Charging Stations

no code implementations19 Jul 2020 Emmanouil Rigas, Enrico Gerding, Sebastian Stein, Sarvapali Ramchurn, Nick Bassiliades

We formulate the problem of the optimal EV to charging station allocation as a Mixed Integer Programming (MIP) one and we propose two pricing mechanisms: A fixed-price one, and another that is based on the well known Vickrey-Clark-Groves (VCG) mechanism.

Computer Science and Game Theory Systems and Control Systems and Control

Intelligent Momentary Assisted Control for Autonomous Emergency Braking

no code implementations2 Jul 2021 Konstantinos Gounis, Nick Bassiliades

In this study, we design a safety distance-based hierarchical AEB control system constituted of a high-level Rule-Based Supervisory control module, an intermediate-level switching algorithm and a low-level control module.

Collision Avoidance Friction

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