Lukoševičius, Mantas; Uselis, Arnas Efficient cross-validation of echo state networks Inproceedings In: 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 @inproceedings{LukoseviciusUselis19,
title = {Efficient cross-validation of echo state networks},
author = {Mantas Luko\v{s}evi\v{c}ius and Arnas Uselis},
url = {/get-publication/?f=Efficient_CV_of_ESNs.pdf
https://arxiv.org/abs/1908.08450
https://arxiv.org/pdf/1908.08450.pdf
https://link.springer.com/chapter/10.1007/978-3-030-30493-5_12
/get-publication/?f=Efficient_CV_of_ESNs_slides.pdf },
doi = {10.1007/978-3-030-30493-5_12},
isbn = {978-3-030-30493-5},
year = {2019},
date = {2019-09-09},
booktitle = {Artificial Neural Networks and Machine Learning \textendash ICANN 2019: Workshop and Special Sessions. ICANN 2019.},
volume = {11731},
pages = {121-133},
publisher = {Springer, Cham},
series = {Lecture Notes in Computer Science},
note = {presentation slides included},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Krušna, Ąžuolas; Lukoševičius, Mantas Predicting Mozart’s next note via echo state networks Inproceedings In: SYSTEM 2018 Symposium for Young Scientists in Technology, Engineering and Mathematics, pp. 84-91, CEUR, 2018. Links | BibTeX | Tags: Reservoir computing @inproceedings{KrusnaLukosevicius18,
title = {Predicting Mozart’s next note via echo state networks},
author = {\k{A}\v{z}uolas Kru\v{s}na and Mantas Luko\v{s}evi\v{c}ius},
url = {/get-publication/?f=predicting_Mozart_via_ESN.pdf
http://ceur-ws.org/Vol-2147/p15.pdf},
year = {2018},
date = {2018-05-28},
booktitle = {SYSTEM 2018 Symposium for Young Scientists in Technology, Engineering and Mathematics},
volume = {2147},
pages = {84-91},
publisher = {CEUR},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Lukoševičius, Mantas; Marozas, Vaidotas Noninvasive fetal QRS detection using an echo state network and dynamic programming Journal Article In: Physiological Measurement, 35 (8), pp. 1685, 2014. Links | BibTeX | Tags: Biomedicine, Reservoir computing @article{LukoseviciusMarozas14,
title = {Noninvasive fetal QRS detection using an echo state network and dynamic programming},
author = {Mantas Luko\v{s}evi\v{c}ius and Vaidotas Marozas},
url = {/get-publication/?f=fetal_QRS_with_ESN_and_DP.pdf
http://iopscience.iop.org/0967-3334/35/8/1685/
},
doi = {10.1088/0967-3334/35/7/1685},
year = {2014},
date = {2014-07-01},
journal = {Physiological Measurement},
volume = {35},
number = {8},
pages = {1685},
keywords = {Biomedicine, Reservoir computing},
pubstate = {published},
tppubtype = {article}
}
|
Lukoševičius, Mantas; Marozas, Vaidotas Noninvasive Fetal QRS Detection using Echo State Network Inproceedings In: Proceedings of Computing in Cardiology 2013, pp. 205-208, 2013. Links | BibTeX | Tags: Biomedicine, Reservoir computing @inproceedings{LukoseviciusMarozas13,
title = {Noninvasive Fetal QRS Detection using Echo State Network},
author = {Mantas Luko\v{s}evi\v{c}ius and Vaidotas Marozas},
url = {/get-publication/?f=fetal_QRS_with_ESN.pdf
http://cinc.org/archives/2013/pdf/0205.pdf},
year = {2013},
date = {2013-01-01},
booktitle = {Proceedings of Computing in Cardiology 2013},
volume = {40},
pages = {205-208},
keywords = {Biomedicine, Reservoir computing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Lukoševičius, Mantas A practical guide to applying echo state networks Incollection In: Montavon, Grégoire; Orr, Geneviève B; Müller, Klaus-Robert (Ed.): Neural Networks: Tricks of the Trade, 2nd Edition, 7700 , pp. 659-686, Springer, 2012, ISBN: 978-3-642-35288-1. Links | BibTeX | Tags: Reservoir computing @incollection{Lukosevicius12a,
title = {A practical guide to applying echo state networks},
author = {Mantas Luko\v{s}evi\v{c}ius},
editor = {Gr\'{e}goire Montavon and Genevi\`{e}ve B. Orr and Klaus-Robert M\"{u}ller},
url = {/get-publication/?f=Practical_ESN.pdf
http://link.springer.com/chapter/10.1007%2F978-3-642-35289-8_36},
doi = {10.1007/978-3-642-35289-8_36},
isbn = {978-3-642-35288-1},
year = {2012},
date = {2012-01-01},
booktitle = {Neural Networks: Tricks of the Trade, 2nd Edition},
volume = {7700},
pages = {659-686},
publisher = {Springer},
series = {LNCS},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {incollection}
}
|
Lukoševičius, Mantas Self-organized reservoirs and their hierarchies Inproceedings In: Artificial Neural Networks and Machine Learning – ICANN 2012, pp. 587-595, Springer, Berlin, Heidelberg, 2012. Links | BibTeX | Tags: Deep learning, Reservoir computing @inproceedings{Lukosevicius12,
title = {Self-organized reservoirs and their hierarchies},
author = {Mantas Luko\v{s}evi\v{c}ius},
url = {/get-publication/?f=self-organized_reservoir_hierarchies.pdf},
doi = {10.1007/978-3-642-33269-2_74},
year = {2012},
date = {2012-01-01},
booktitle = {Artificial Neural Networks and Machine Learning \textendash ICANN 2012},
volume = {7552},
pages = {587-595},
publisher = {Springer},
address = {Berlin, Heidelberg},
series = {LNCS},
keywords = {Deep learning, Reservoir computing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Lukoševičius, Mantas; Jaeger, Herbert; Schrauwen, Benjamin Reservoir Computing Trends Journal Article In: KI - Künstliche Intelligenz, 26 (4), pp. 365–371, 2012, ISSN: 1610-1987. Links | BibTeX | Tags: Reservoir computing @article{LukoseviciusJaegerEtAl12ki,
title = {Reservoir Computing Trends},
author = {Mantas Luko\v{s}evi\v{c}ius and Herbert Jaeger and Benjamin Schrauwen},
url = {/get-publication/?f=reservoir_computing_trends.pdf},
doi = {10.1007/s13218-012-0204-5},
issn = {1610-1987},
year = {2012},
date = {2012-01-01},
journal = {KI - K\"{u}nstliche Intelligenz},
volume = {26},
number = {4},
pages = {365--371},
publisher = {Springer-Verlag},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {article}
}
|
Lukoševičius, Mantas Reservoir Computing and Self-Organized Neural Hierarchies PhD Thesis Jacobs University Bremen, 2011. Links | BibTeX | Tags: Deep learning, Reservoir computing @phdthesis{Lukosevicius11thesis,
title = {Reservoir Computing and Self-Organized Neural Hierarchies},
author = {Mantas Luko\v{s}evi\v{c}ius},
url = {/get-publication/?f=Mantas_Lukosevicius_PhD_thesis.pdf
https://d-nb.info/1035433168
http://nbn-resolving.org/urn:nbn:de:101:1-201306047929
https://opus.jacobs-university.de/frontdoor/index/index/docId/83
http://minds.jacobs-university.de/uploads/papers/Mantas_Lukosevicius_PhD_thesis.pdf},
year = {2011},
date = {2011-01-01},
address = {Bremen, Germany},
school = {Jacobs University Bremen},
keywords = {Deep learning, Reservoir computing},
pubstate = {published},
tppubtype = {phdthesis}
}
|
Lukoševičius, Mantas On self-organizing reservoirs and their hierarchies Technical Report Jacobs University Bremen (No. 25), 2010. Links | BibTeX | Tags: Deep learning, Reservoir computing @techreport{Lukosevicius10,
title = {On self-organizing reservoirs and their hierarchies},
author = {Mantas Luko\v{s}evi\v{c}ius},
url = {/get-publication/?f=on_self-organized_reservoir_hierarchies.pdf
http://d-nb.info/1130868494
http://nbn-resolving.de/urn:nbn:de:gbv:579-opus-1006843
https://opus.jacobs-university.de/frontdoor/index/index/docId/684
http://minds.jacobs-university.de/uploads/papers/2396_Lukosevicius10.pdf},
year = {2010},
date = {2010-10-01},
number = {No. 25},
institution = {Jacobs University Bremen},
keywords = {Deep learning, Reservoir computing},
pubstate = {published},
tppubtype = {techreport}
}
|
Daukantas, Saulius; Lukoševičius, Mantas; Marozas, Vaidotas; Lukoševičius, Arūnas Comparison of "black box" and "gray box" methods for lost data reconstruction in multichannel signals Inproceedings In: Proceedings of the 14th International Conference "Biomedical Engineering", pp. 135-138, Kaunas, 2010. Links | BibTeX | Tags: Biomedicine, Reservoir computing @inproceedings{DaukantasEtal10,
title = {Comparison of "black box" and "gray box" methods for lost data reconstruction in multichannel signals},
author = {Saulius Daukantas and Mantas Luko\v{s}evi\v{c}ius and Vaidotas Marozas and Ar\={u}nas Luko\v{s}evi\v{c}ius},
url = {/get-publication/?f=black_and_gray_box_signal_reconstruction.pdf},
year = {2010},
date = {2010-01-01},
booktitle = {Proceedings of the 14th International Conference "Biomedical Engineering"},
pages = {135-138},
address = {Kaunas},
keywords = {Biomedicine, Reservoir computing},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Lukoševičius, Mantas; Jaeger, Herbert Reservoir computing approaches to recurrent neural network training Journal Article In: Computer Science Review, 3 (3), pp. 127-149, 2009, ISSN: 1574-0137. Links | BibTeX | Tags: Reservoir computing @article{LukoseviciusJaeger09,
title = {Reservoir computing approaches to recurrent neural network training},
author = {Mantas Luko\v{s}evi\v{c}ius and Herbert Jaeger},
url = {/get-publication/?f=reservoir_computing_approaches_to_RNN_training.pdf
http://www.faculty.jacobs-university.de/hjaeger/pubs/2261_LukoseviciusJaeger09.pdf
http://minds.jacobs-university.de/uploads/papers/2261_LukoseviciusJaeger09.pdf},
doi = {10.1016/j.cosrev.2009.03.005},
issn = {1574-0137},
year = {2009},
date = {2009-08-01},
journal = {Computer Science Review},
volume = {3},
number = {3},
pages = {127-149},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {article}
}
|
Lukoševičius, Mantas Echo State Networks with Trained Feedbacks Technical Report Jacobs University Bremen (No. 4), 2007. Links | BibTeX | Tags: Reservoir computing @techreport{Lukosevicius07,
title = {Echo State Networks with Trained Feedbacks},
author = {Mantas Luko\v{s}evi\v{c}ius},
url = {/get-publication/?f=ESN_trained_feedbacks.pdf
http://d-nb.info/113086846X
http://nbn-resolving.de/urn:nbn:de:gbv:579-opus-1006610
https://opus.jacobs-university.de/frontdoor/index/index/docId/661
http://minds.jacobs-university.de/uploads/papers/tfbesn_iubtechreport.pdf},
year = {2007},
date = {2007-02-01},
number = {No. 4},
institution = {Jacobs University Bremen},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {techreport}
}
|
Jaeger, Herbert; Lukoševičius, Mantas; Popovici, Dan; Siewert, Udo Optimization and applications of echo state networks with leaky-integrator neurons Journal Article In: Neural Networks, 20 (3), pp. 335-352, 2007. Links | BibTeX | Tags: Reservoir computing @article{JaegerEtAl07si,
title = {Optimization and applications of echo state networks with leaky-integrator neurons},
author = {Herbert Jaeger and Mantas Luko\v{s}evi\v{c}ius and Dan Popovici and Udo Siewert},
url = {/get-publication/?f=leakyESN.pdf
http://minds.jacobs-university.de/uploads/papers/leakyESN.pdf
http://www.sciencedirect.com/science/article/pii/S089360800700041X
},
doi = {10.1016/j.neunet.2007.04.016},
year = {2007},
date = {2007-01-01},
journal = {Neural Networks},
volume = {20},
number = {3},
pages = {335-352},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {article}
}
|
Lukoševičius, Mantas; Jaeger, Herbert Overview of Reservoir Recipes Technical Report Jacobs University Bremen (No. 11), 2007. Links | BibTeX | Tags: Reservoir computing @techreport{LukoseviciusJaeger07,
title = {Overview of Reservoir Recipes},
author = {Mantas Luko\v{s}evi\v{c}ius and Herbert Jaeger},
url = {/get-publication/?f=overview_reservoir_recipes.pdf
http://d-nb.info/1130868478
http://nbn-resolving.de/urn:nbn:de:gbv:579-opus-1006674
https://opus.jacobs-university.de/frontdoor/index/index/docId/667
http://minds.jacobs-university.de/uploads/papers/reservoiroverview_techreport11.pdf},
year = {2007},
date = {2007-01-01},
number = {No. 11},
institution = {Jacobs University Bremen},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {techreport}
}
|
Lukoševičius, Mantas; Popovici, Dan; Jaeger, Herbert; Siewert, Udo Time Warping Invariant Echo State Networks Technical Report Jacobs University Bremen (No. 2), 2006. Links | BibTeX | Tags: Reservoir computing @techreport{LukoseviciusEtal06,
title = {Time Warping Invariant Echo State Networks},
author = {Mantas Luko\v{s}evi\v{c}ius and Dan Popovici and Herbert Jaeger and Udo Siewert},
url = {/get-publication/?f=time_warping_invariant_ESN.pdf
http://d-nb.info/1130868451
http://nbn-resolving.de/urn:nbn:de:gbv:579-opus-1006608
https://opus.jacobs-university.de/frontdoor/index/index/docId/660
http://minds.jacobs-university.de/uploads/papers/techreport2.pdf},
year = {2006},
date = {2006-05-01},
number = {No. 2},
institution = {Jacobs University Bremen},
keywords = {Reservoir computing},
pubstate = {published},
tppubtype = {techreport}
}
|