Search Results for author: Alexander Artikis

Found 21 papers, 9 papers with code

Early Time-Series Classification Algorithms: An Empirical Comparison

no code implementations3 Mar 2022 Charilaos Akasiadis, Evgenios Kladis, Evangelos Michelioudakis, Elias Alevizos, Alexander Artikis

Our goal is to provide a framework for the evaluation and comparison of ETSC algorithms and to obtain intuition on how such approaches perform on real-life applications.

Classification Time Series +2

Symbolic Register Automata for Complex Event Recognition and Forecasting

1 code implementation8 Oct 2021 Elias Alevizos, Alexander Artikis, Georgios Paliouras

We show how SRA can be used in Complex Event Recognition in order to detect patterns upon streams of events, using our framework that provides declarative and compositional semantics, and that allows for a systematic treatment of such automata.

Complex Event Forecasting with Prediction Suffix Trees: Extended Technical Report

no code implementations1 Sep 2021 Elias Alevizos, Alexander Artikis, Georgios Paliouras

In particular, prediction suffix trees, being variable-order Markov models, have the ability to capture long-term dependencies in a stream by remembering only those past sequences that are informative enough.

Online Learning Probabilistic Event Calculus Theories in Answer Set Programming

1 code implementation31 Mar 2021 Nikos Katzouris, Alexander Artikis, Georgios Paliouras

Complex Event Recognition (CER) systems detect event occurrences in streaming time-stamped input using predefined event patterns.

Activity Recognition Management

Parallel Model Exploration for Tumor Treatment Simulations

1 code implementation25 Mar 2021 Charilaos Akasiadis, Miguel Ponce-de-Leon, Arnau Montagud, Evangelos Michelioudakis, Alexia Atsidakou, Elias Alevizos, Alexander Artikis, Alfonso Valencia, Georgios Paliouras

The main challenges are first to calibrate the simulators so as to reproduce real-world cases, and second, to search for specific values of the parameter space concerning effective drug treatments.

Computational Efficiency Drug Discovery

Optimizing Vessel Trajectory Compression

no code implementations11 May 2020 Giannis Fikioris, Kostas Patroumpas, Alexander Artikis

We take into account the type of each vessel in order to provide a suitable configuration that can yield improved trajectory synopses, both in terms of approximation error and compression ratio.

Composite Event Recognition for Maritime Monitoring

no code implementations7 Mar 2019 Manolis Pitsikalis, Alexander Artikis, Richard Dreo, Cyril Ray, Elena Camossi, Anne-Laure Jousselme

Maritime monitoring systems support safe shipping as they allow for the real-time detection of dangerous, suspicious and illegal vessel activities.

Computational Efficiency Position

Wayeb: a Tool for Complex Event Forecasting

no code implementations16 Dec 2018 Elias Alevizos, Alexander Artikis, Georgios Paliouras

Complex Event Processing (CEP) systems have appeared in abundance during the last two decades.

Event Forecasting with Pattern Markov Chains

no code implementations27 Apr 2018 Elias Alevizos, Alexander Artikis, Georgios Paliouras

We present a system for online probabilistic event forecasting.

Semi-Supervised Online Structure Learning for Composite Event Recognition

1 code implementation1 Mar 2018 Evangelos Michelioudakis, Alexander Artikis, Georgios Paliouras

Online structure learning approaches, such as those stemming from Statistical Relational Learning, enable the discovery of complex relations in noisy data streams.

Human Activity Recognition Missing Labels +1

The Complex Event Recognition Group

no code implementations12 Feb 2018 Elias Alevizos, Alexander Artikis, Nikos Katzouris, Evangelos Michelioudakis, Georgios Paliouras

The Complex Event Recognition (CER) group is a research team, affiliated with the National Centre of Scientific Research "Demokritos" in Greece.

BIG-bench Machine Learning

Distributed Online Learning of Event Definitions

1 code implementation5 May 2017 Nikos Katzouris, Alexander Artikis, Georgios Paliouras

Logic-based event recognition systems infer occurrences of events in time using a set of event definitions in the form of first-order rules.

Activity Recognition Inductive logic programming

Online Learning of Event Definitions

1 code implementation30 Jul 2016 Nikos Katzouris, Alexander Artikis, Georgios Paliouras

The Event Calculus is a temporal logic that has been used as a basis in event recognition applications, providing among others, direct connections to machine learning, via Inductive Logic Programming (ILP).

Activity Recognition Inductive logic programming

Online Event Recognition from Moving Vessel Trajectories

no code implementations22 Jan 2016 Kostas Patroumpas, Elias Alevizos, Alexander Artikis, Marios Vodas, Nikos Pelekis, Yannis Theodoridis

We present a system for online monitoring of maritime activity over streaming positions from numerous vessels sailing at sea.

Reactive Reasoning with the Event Calculus

no code implementations20 May 2015 Alexander Artikis, Marek Sergot, Georgios Paliouras

Systems for symbolic event recognition accept as input a stream of time-stamped events from sensors and other computational devices, and seek to identify high-level composite events, collections of events that satisfy some pattern.

Incremental Learning of Event Definitions with Inductive Logic Programming

1 code implementation24 Feb 2014 Nikos Katzouris, Alexander Artikis, George Paliouras

Ideally, systems that learn from temporal data should be able to operate in an incremental mode, that is, revise prior constructed knowledge in the face of new evidence.

Activity Recognition Incremental Learning +1

Probabilistic Event Calculus for Event Recognition

1 code implementation13 Jul 2012 Anastasios Skarlatidis, Georgios Paliouras, Alexander Artikis, George A. Vouros

In a typical event recognition application, however, these systems often have to deal with a significant amount of uncertainty.

Activity Recognition

A Probabilistic Logic Programming Event Calculus

2 code implementations9 Apr 2012 Anastasios Skarlatidis, Alexander Artikis, Jason Filippou, Georgios Paliouras

The input of our system is a set of time-stamped short-term activities (STA) detected on video frames.

Human Activity Recognition

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