Scientific publications

Arnas Uselis; Mantas Lukoševičius; Lukas Stasytis

Localized convolutional neural networks for geospatial wind forecasting Journal Article

Energies, 13 (13), pp. 3440, 2020, (source code available).

Links | BibTeX | Tags: Deep learning, Geospatial, Source code available

Mantas Lukoševičius; Arnas Uselis

Efficient implementations of echo state network cross-validation Journal Article Forthcoming

Forthcoming, (source code available).

Links | BibTeX | Tags: Reservoir computing, Source code available

Lukas Stankevičius; Mantas Lukoševičius

Testing pre-trained Transformer models for Lithuanian news clustering Inproceedings

Proceedings of the IVUS 2020, pp. 46-53, CEUR, Kaunas, Lithuania, 2020, ISSN: 1613-0073.

Links | BibTeX | Tags: Deep learning, Natural language processing

Mantas Bukauskas; Mantas Lukoševičius

Accident localization at the district heating network of Kaunas region using machine learning Inproceedings

Proceedings of the IVUS 2020, pp. 128-137, CEUR, Kaunas, Lithuania, 2020, ISBN: 1613-0073.

Links | BibTeX | Tags: Geospatial

Mantas Lukoševičius; Arnas Uselis

Efficient cross-validation of echo state networks Inproceedings

Artificial Neural Networks and Machine Learning – ICANN 2019: Workshop and Special Sessions. ICANN 2019., pp. 121-133, Springer, Cham, 2019, ISBN: 978-3-030-30493-5, (presentation slides included).

Links | BibTeX | Tags: Reservoir computing

Lukas Stankevičius; Mantas Lukoševičius

Lithuanian news clustering using document embeddings Inproceedings

Proceedings of the IVUS 2019, pp. 136-140, Kaunas, Lithuania, 2019, ISSN: 2029-4824.

Links | BibTeX | Tags: Deep learning, Natural language processing

Aivaras Čiurlionis; Mantas Lukoševičius

Nowcasting precipitation using weather radar data for Lithuania: the first results Inproceedings

SYSTEM 2018 Symposium for Young Scientists in Technology, Engineering and Mathematics, pp. 55-60, CEUR, 2018.

Links | BibTeX | Tags: Deep learning, Geospatial

Ąžuolas Krušna; Mantas Lukoševičius

Predicting Mozart’s next note via echo state networks Inproceedings

SYSTEM 2018 Symposium for Young Scientists in Technology, Engineering and Mathematics, pp. 84-91, CEUR, 2018.

Links | BibTeX | Tags: Reservoir computing

Liutauras Butkus; Mantas Lukoševičius

A polite robot: visual handshake recognition using deep learning Inproceedings

SYSTEM 2018 Symposium for Young Scientists in Technology, Engineering and Mathematics, pp. 78-83, CEUR, 2018.

Links | BibTeX | Tags: Deep learning

Bernardas Zokas; Mantas Lukoševičius

Human sport activities recognition and registration from portable device Inproceedings

SYSTEM 2018 Symposium for Young Scientists in Technology, Engineering and Mathematics, pp. 61-65, CEUR, 2018.

Links | BibTeX | Tags: Biomedicine

Vilius Pranckaitis; Mantas Lukoševičius

Clustering of Lithuanian news articles Inproceedings

Proceedings of the IVUS 2017, pp. 27-32, Kaunas, Lithuania, 2017.

Links | BibTeX | Tags: Deep learning, Natural language processing

Mantas Lukoševičius; Vaidotas Marozas

Noninvasive fetal QRS detection using an echo state network and dynamic programming Journal Article

Physiological Measurement, 35 (8), pp. 1685, 2014, (source code available).

Links | BibTeX | Tags: Biomedicine, Reservoir computing, Source code available

Mantas Lukoševičius; Vaidotas Marozas

Noninvasive Fetal QRS Detection using Echo State Network Inproceedings

Proceedings of Computing in Cardiology 2013, pp. 205-208, 2013, (source code available).

Links | BibTeX | Tags: Biomedicine, Reservoir computing, Source code available

Algimantas Kriščiukaitis; Mantas Lukoševičius; Robertas Petrolis; Vaidotas Marozas; Saulius Daukantas; Vladas Gintautas; Arūnas Lukoševičius

Wearable system concept for monitoring of maternal and fetal heart activity Inproceedings

Proceedings of the 17th International Conference ``Biomedical Engineering'', pp. 36-40, Kaunas, 2013.

Links | BibTeX | Tags: Biomedicine

Mantas Lukoševičius

A practical guide to applying echo state networks Incollection

Grégoire Montavon; Geneviève B. Orr; Klaus-Robert Müller (Ed.): Neural Networks: Tricks of the Trade, 2nd Edition, 7700 , pp. 659-686, Springer, 2012, ISBN: 978-3-642-35288-1, (simple source code samples available).

Links | BibTeX | Tags: Reservoir computing, Source code available

Mantas Lukoševičius

Self-organized reservoirs and their hierarchies Inproceedings

Artificial Neural Networks and Machine Learning – ICANN 2012, pp. 587-595, Springer, Berlin, Heidelberg, 2012.

Links | BibTeX | Tags: Deep learning, Reservoir computing

Mantas Lukoševičius; Herbert Jaeger; Benjamin Schrauwen

Reservoir Computing Trends Journal Article

KI - Künstliche Intelligenz, 26 (4), pp. 365–371, 2012, ISSN: 1610-1987.

Links | BibTeX | Tags: Reservoir computing

Mantas Lukoševičius

Reservoir Computing and Self-Organized Neural Hierarchies PhD Thesis

Jacobs University Bremen, 2011.

Links | BibTeX | Tags: Deep learning, Reservoir computing

Mantas Lukoševičius

On self-organizing reservoirs and their hierarchies Technical Report

Jacobs University Bremen (No. 25), 2010.

Links | BibTeX | Tags: Deep learning, Reservoir computing

Saulius Daukantas; Mantas Lukoševičius; Vaidotas Marozas; Arūnas Lukoševičius

Comparison of "black box" and "gray box" methods for lost data reconstruction in multichannel signals Inproceedings

Proceedings of the 14th International Conference "Biomedical Engineering", pp. 135-138, Kaunas, 2010.

Links | BibTeX | Tags: Biomedicine, Reservoir computing

Mantas Lukoševičius; Herbert Jaeger

Reservoir computing approaches to recurrent neural network training Journal Article

Computer Science Review, 3 (3), pp. 127-149, 2009, ISSN: 1574-0137.

Links | BibTeX | Tags: Reservoir computing

Mantas Lukoševičius

Echo State Networks with Trained Feedbacks Technical Report

Jacobs University Bremen (No. 4), 2007.

Links | BibTeX | Tags: Reservoir computing

Herbert Jaeger; Mantas Lukoševičius; Dan Popovici; Udo Siewert

Optimization and applications of echo state networks with leaky-integrator neurons Journal Article

Neural Networks, 20 (3), pp. 335-352, 2007, (source code available).

Links | BibTeX | Tags: Reservoir computing, Source code available

Mantas Lukoševičius; Herbert Jaeger

Overview of Reservoir Recipes Technical Report

Jacobs University Bremen (No. 11), 2007.

Links | BibTeX | Tags: Reservoir computing

Mantas Lukoševičius; Dan Popovici; Herbert Jaeger; Udo Siewert

Time Warping Invariant Echo State Networks Technical Report

Jacobs University Bremen (No. 2), 2006.

Links | BibTeX | Tags: Reservoir computing

Vaidotas Marozas; Rytis Jurkonis; Algirdas Kazla; Mantas Lukoševičius; Arūnas Lukoševičius; Adas Gelžinis; Darius Jegelevičius

Development of teleconsultations systems for e-health Journal Article

Studies in health technology and informatics, 105 , pp. 337-348, 2004.

Links | BibTeX | Tags: Biomedicine

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My publications in Google Scholar.