A computing toolkit for building efficient autonomous applications leveraging humanistic intelligence

Deliverables

Demonstrators, pilots, prototypes (3)

Interim Report on Engineering Methods and Architecture Patterns of Dependable CPSoS

Interim Report on Engineering Methods and Architecture Patterns of Dependable CPSoS

Report on integrated mockup of the AIaaS system

Report on integrated mockup of the AIaaS system

Refined requirement specifications and preliminary release of the computing and communication platform

Refined requirement specifications and preliminary release of the computing and communication platform

Documents, reports (9)

Mid-term update of stakeholders’ engagement plan, dissemination and exploitation mid-term reports

Mid-term update of stakeholders’ engagement plan, dissemination and exploitation mid-term reports

Report on TEACHING related technologies SoA and derived CPSoS requirements

Report on TEACHING related technologies SoA and derived CPSoS requirements

State-of-the-art analysis and preliminary requirement specifications for the computing and communication platform

State-of-the-art analysis and preliminary requirement specifications for the computing and communication platform

Initial use case specifications

Initial use case specifications

Market analysis, business plan and long-term sustainability report

Market analysis, business plan and long-term sustainability report

TEACHING CPSoS architecture and specifications

TEACHING CPSoS architecture and specifications

Initial plans for stakeholders’ engagement, dissemination and exploitation of results

Initial plans for stakeholders’ engagement, dissemination and exploitation of results

Initial report on the AIaaS system

First report on the AIaaS system, including state-of-the-art analysis, preliminary requirement specifications and design.

Initial Report on Engineering Methods and Architecture Patterns of Dependable CPSoS

Initial Report on Engineering Methods and Architecture Patterns of Dependable CPSoS

Publications

Peer reviewed articles (5)

A Deep Classifier for Upper-Limbs Motor Anticipation Tasks in an Online BCI Setting

Author(s): Andrea Valenti, Michele Barsotti, Davide Bacciu, Luca Ascari
Published in: Bioengineering, 8/2, 2021, Page(s) 21, ISSN 2306-5354
Publisher: MDPI
DOI: 10.3390/bioengineering8020021

Topographic mapping for quality inspection and intelligent filtering of smart-bracelet data

Author(s): Davide Bacciu, Gioele Bertoncini, Davide Morelli
Published in: Neural Computing and Applications, 2021, ISSN 0941-0643
Publisher: Springer Verlag
DOI: 10.1007/s00521-020-05600-4

DSPBench: A Suite of Benchmark Applications for Distributed Data Stream Processing Systems

Author(s): Maycon Viana Bordin, Dalvan Griebler, Gabriele Mencagli, Claudio F. R. Geyer, Luiz Gustavo L. Fernandes
Published in: IEEE Access, 8, 2020, Page(s) 222900-222917, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.3043948

WindFlow: High-Speed Continuous Stream Processing With Parallel Building Blocks

Author(s): Gabriele Mencagli, Massimo Torquati, Andrea Cardaci, Alessandra Fais, Luca Rinaldi, Marco Danelutto
Published in: IEEE Transactions on Parallel and Distributed Systems, 32/11, 2021, Page(s) 2748-2763, ISSN 1045-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpds.2021.3073970

Continual learning for recurrent neural networks: An empirical evaluation

Author(s): Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu
Published in: Neural Networks, 143, 2021, Page(s) 607-627, ISSN 0893-6080
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.neunet.2021.07.021

Conference proceedings (4)

Online federated learning with imbalanced class distribution

Author(s): Konstantinos Giorgas, Iraklis Varlamis
Published in: 24th Pan-Hellenic Conference on Informatics, 2020, Page(s) 91-95, ISBN 9781450388979
Publisher: ACM
DOI: 10.1145/3437120.3437282

A Rapid Prototyping System, Intelligent Watchdog and Gateway Tool for Automotive Applications

Author(s): Maid Dzambic, Christoph Kreuzberger, Omar Veledar, Georg Macher
Published in: 2021 IEEE 18th International Conference on Software Architecture Companion (ICSA-C), 2021, Page(s) 149-154, ISBN 978-1-6654-3910-7
Publisher: IEEE
DOI: 10.1109/icsa-c52384.2021.00037

Sparsity in Reservoir Computing Neural Networks

Author(s): Claudio Gallicchio
Published in: 2020 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 2020, Page(s) 1-7, ISBN 978-1-7281-6799-2
Publisher: IEEE
DOI: 10.1109/inista49547.2020.9194611

Gated Echo State Networks: a preliminary study

Author(s): Daniele Di Sarli, Claudio Gallicchio, Alessio Micheli
Published in: 2020 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 2020, Page(s) 1-5, ISBN 978-1-7281-6799-2
Publisher: IEEE
DOI: 10.1109/inista49547.2020.9194681

Book chapters (1)

Benchmarking Reservoir and Recurrent Neural Networks for Human State and Activity Recognition

Author(s): Davide Bacciu, Daniele Di Sarli, Claudio Gallicchio, Alessio Micheli, Niccolò Puccinelli
Published in: Advances in Computational Intelligence - 16th International Work-Conference on Artificial Neural Networks, IWANN 2021, Virtual Event, June 16–18, 2021, Proceedings, Part II, 12862, 2021, Page(s) 168-179, ISBN 978-3-030-85098-2
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-85099-9_14