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CogNet SIGNED

Building an Intelligent System of Insights and Action for 5G Network Management

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

CogNet project word cloud

Explore the words cloud of the CogNet project. It provides you a very rough idea of what is the project "CogNet" about.

suitable internet things wireless create links corrective macro security 5g supporting entire provision times efficiency nfv forecasting limits realise function generation itself potentially events fulfil domains greener nodes prediction administering demand functions possibility virtualisation outlier almost networks vision 4g cells radio configuration network organisation again changing learning resource qos responding trillions virtualising software demands thousand energy play cheaper autonomic error optimisation avail requirement true bandwidth meet connected largely micro recognising machine cognet reconfigure approaching fraud self dynamically believe maximum size spectrum deal actions

Project "CogNet" data sheet

The following table provides information about the project.

Coordinator	WATERFORD INSTITUTE OF TECHNOLOGY Organization address address: CORK ROAD city: Waterford postcode: X91 website: http://cefims.eu/ contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
Coordinator Country	Ireland [IE]
Project website	http://www.cognet.5g-ppp.eu/
Total cost	5˙972˙820 €
EC max contribution	5˙972˙819 € (100%)
Programme	1. H2020-EU.2.1.1.3. (Future Internet: Software, hardware, Infrastructures, technologies and services)
Code Call	H2020-ICT-2014-2
Funding Scheme	RIA
Starting year	2015
Duration (year-month-day)	from 2015-07-01 to 2017-12-31

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	WATERFORD INSTITUTE OF TECHNOLOGY WATERFORD INSTITUTE OF TECHNOLOGY Organization address address: CORK ROAD city: Waterford postcode: X91 website: http://cefims.eu/ contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IE (Waterford)	coordinator	1˙027˙125.00
2	ALCATEL-LUCENT ISRAEL LTD ALCATEL-LUCENT ISRAEL LTD Organization address address: Atir Yeda St. 16 city: Kfar Saba postcode: 44643 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IL (Kfar Saba)	participant	686˙062.00
3	IBM IRELAND LIMITED IBM IRELAND LIMITED Organization address address: IBM House, Shelbourne Road city: Ballsbridge postcode: Dublin 4 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IE (Ballsbridge)	participant	652˙031.00
4	FUNDACION CENTRO DE TECNOLOGIAS DE INTERACCION VISUAL Y COMUNICACIONES VICOMTECH FUNDACION CENTRO DE TECNOLOGIAS DE INTERACCION VISUAL Y COMUNICACIONES VICOMTECH Organization address address: PASEO MIKELETEGI PARQUE TECNOLOGICO DE MIRAMON 57 city: DONOSTIA SAN SEBASTIAN postcode: 20009 website: www.vicomtech.org contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (DONOSTIA SAN SEBASTIAN)	participant	568˙150.00
5	UNIVERSITA DEGLI STUDI DI TRENTO UNIVERSITA DEGLI STUDI DI TRENTO Organization address address: VIA CALEPINA 14 city: TRENTO postcode: 38122 website: www.unitn.it contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (TRENTO)	participant	546˙750.00
6	UNIVERSIDAD POLITECNICA DE MADRID UNIVERSIDAD POLITECNICA DE MADRID Organization address address: CALLE RAMIRO DE MAEZTU 7 EDIFICIO RECTORADO city: MADRID postcode: 28040 website: www.upm.es contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (MADRID)	participant	457˙500.00
7	TELEFONICA INVESTIGACION Y DESARROLLO SA TELEFONICA INVESTIGACION Y DESARROLLO SA Organization address address: RONDA DE LA COMUNICACION S/N DISTRITO C EDIFICIO OESTE I city: MADRID postcode: 28050 website: http://www.tid.es contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (MADRID)	participant	450˙417.00
8	ORANGE SA ORANGE SA Organization address address: RUE OLIVIER DE SERRES 78 city: PARIS postcode: 75015 website: www.francetelecom.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	FR (PARIS)	participant	448˙225.00
9	INTEROUTE S.P.A. INTEROUTE S.P.A. Organization address address: Via Cornelia 498 city: Rome postcode: 166 website: http://www.geysers.eu/ contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (Rome)	participant	427˙500.00
10	TECHNISCHE UNIVERSITAT BERLIN TECHNISCHE UNIVERSITAT BERLIN Organization address address: STRASSE DES 17 JUNI 135 city: BERLIN postcode: 10623 website: www.tu-berlin.de contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (BERLIN)	participant	367˙750.00
11	FRAUNHOFER GESELLSCHAFT ZUR FOERDERUNG DER ANGEWANDTEN FORSCHUNG E.V. FRAUNHOFER GESELLSCHAFT ZUR FOERDERUNG DER ANGEWANDTEN FORSCHUNG E.V. Organization address address: HANSASTRASSE 27C city: MUNCHEN postcode: 80686 website: www.fraunhofer.de contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (MUNCHEN)	participant	341˙308.00

Map

Project objective

5G will realise a true Internet of Things, a network capable of supporting potentially trillions of wireless connected devices and with overall bandwidth one thousand times higher that today’s wireless networks. Current 4G technology is approaching the limits of what is possible with this generation of radio technology and to address this, one of the key requirements of 5G will be to create a network that is highly optimised to make maximum use of available radio spectrum and bandwidth for QoS, and because of the network size and number of devices connected, it will be necessary for it to largely manage itself and deal with organisation, configuration, security, and optimisation issues. Virtualisation will also play an important role as the network will need to provision itself dynamically to meet changing demands for resources and Network Function Virtualisation (NFV), the virtualising of network nodes functions and links, will be the key technology for this.

We believe that Autonomic Network Management based on Machine Learning will be a key technology enabling an (almost) self administering and self managing network. Network software will be capable of forecasting resource demand requirements through usage prediction, recognising error conditions, security conditions, outlier events such as fraud, and responding and taking corrective actions. Energy efficiency will also be a key requirement with the possibility to reconfigure the NFV to for example avail of cheaper or greener energy when it is available and suitable. Again this is directly related to usage prediction both at a macro level, across an entire network, and at a micro level within specific cells.

The Cognet proposal will focus on applying Machine Learning research to these domains to enable the level of Network Management technology required to fulfil the 5G vision.

Deliverables

List of deliverables.
Final Project Management Report	Documents, reports	2019-02-26 14:23:20
Data Protection and Privacy Audit Report	Documents, reports	2019-05-30 12:02:44
Dissemination, Communication, Exploitation and Standardisation Report Year 2	Documents, reports	2019-05-30 12:02:48
Contributions to Standards Report	Documents, reports	2019-05-30 12:02:47
Network Security & Resilience - Engineering Release 1	Other	2019-05-30 12:02:42
Analytics Module	Other	2019-05-30 12:02:44
Network Resource Mgmt- Engineering Release 2	Other	2019-05-30 12:02:44
Network Security & Resilience Engineering Release 2	Other	2019-05-30 12:02:46
Engineering Release 1	Other	2019-05-30 12:02:55
IPR Management Report	Documents, reports	2019-05-30 12:02:44
Dissemination, Communication, Exploitation and Standardisation Report â€“ Final	Documents, reports	2019-05-30 12:02:45
Network Resilience Evaluation Framework	Other	2019-05-30 12:02:48
Final release of the integrated platform and performance reports	Documents, reports	2019-05-30 12:02:46
CogNet initial scenarios, use cases and requirements	Documents, reports	2019-05-30 12:02:50
Integrated Platform and Performance Reports Release 1	Documents, reports	2019-05-30 12:02:39
Network Resource Mgmt- Engineering Release 1	Other	2019-05-30 12:02:37
Engineering Release 2	Other	2019-05-30 12:02:46
CogNet final requirements, scenarios and architecture	Documents, reports	2019-05-30 12:02:54
Training, Validation and Deployment	Documents, reports	2019-05-30 12:02:44
Initial Design - Machine Learning	Other	2019-05-30 13:18:52
Preliminary Report into Proposed Standardisation Activities	Documents, reports	2019-05-30 13:18:53
Dissemination, Communication, Exploitation and Standardisation Report Year 1	Documents, reports	2019-05-30 13:18:47
Communication and Dissemination Strategy	Documents, reports	2019-05-30 13:18:52
CogNet Online Presence	Websites, patent fillings, videos etc.	2019-05-30 13:18:45
Network Resource Mgmt - Initial Design	Other	2019-05-30 13:18:33
Data Management Plan	Open Research Data Pilot	2019-05-30 13:18:49
Initial integration and validation plan	Documents, reports	2019-05-30 13:18:51
Network Security & Resilience - Initial Design	Other	2019-05-30 13:18:49

Take a look to the deliverables list in detail: detailed list of CogNet deliverables.

Publications

List of publications.
year	authors and title	journal	last update
2017	Kateryna Tymoshenko, Daniele Bonadiman, Alessandro Moschitti Ranking Kernels for Structures and Embeddings: A Hybrid Preference and Classification Model published pages: 897-902, ISSN: , DOI: 10.18653/v1/D17-1093	Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing	2019-07-08
2017	Massimo Nicosia, Alessandro Moschitti Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information published pages: 260-270, ISSN: , DOI: 10.18653/v1/K17-1027	Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017)	2019-07-08
2018	Alberto Mozo, JosÃ© Luis LÃ³pez-Presa, Antonio FernÃ¡ndez Anta A distributed and quiescent max-min fair algorithm for network congestion control published pages: 492-512, ISSN: 0957-4174, DOI: 10.1016/j.eswa.2017.09.015	Expert Systems with Applications 91	2019-07-08
2016	Alberto BarrÃ³n-CedeÃ±o, Giovanni Da San Martino, Shafiq Joty, Alessandro Moschitti, Fahad Al-Obaidli, Salvatore Romeo, Kateryna Tymoshenko, Antonio Uva ConvKN at SemEval-2016 Task 3: Answer and Question Selection for Question Answering on Arabic and English Fora published pages: 896-903, ISSN: , DOI: 10.18653/v1/S16-1138	Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016)	2019-07-08
2017	Haytham Assem, Teodora Sandra Buda, Declan Oâ€™sullivan RCMC published pages: 1-30, ISSN: 2157-6904, DOI: 10.1145/3086636	ACM Transactions on Intelligent Systems and Technology 8/5	2019-07-08
2016	Azad Abad, Alessandro Moschitti Taking the best from the Crowd:Learning Question Passage Classification from Noisy Data published pages: 136-141, ISSN: , DOI: 10.18653/v1/S16-2018	Proceedings of the Fifth Joint Conference on Lexical and Computational Semantics	2019-07-08
2017	Olga Uryupina, Alessandro Moschitti Collaborative Partitioning for Coreference Resolution published pages: 47-57, ISSN: , DOI: 10.18653/v1/K17-1007	Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017)	2019-07-08
2017	Daniele Bonadiman (UNITN), Giuseppe Castellucci (Almawave), Andrea Favalli (Almawave), Raniero Romagnoli (Almawave) and Alessandro Moschitti (UNITN) Neural Sentiment Analysis for a Real-World Application published pages: 42-47, ISSN: , DOI:	PROCEEDINGS OF THE FOURTH ITALIAN CONFERENCE ON COMPUTATIONAL LINGUISTICS CLIC-IT 2017	2019-07-08
2017	Gianni Barlacchi (UNITN), Bruno Lepri and Alessandro Moschitti (UNITN) Predicting Land Use of Italian Cities using Structural Semantic Models published pages: , ISSN: , DOI:	Proceedings of the Fourth Italian Conference on Computational Linguistics (CLiC-it 2017)	2019-07-08
2018	Bora Caglayan, Teodora Sandra Buda, Haytham Assem, Imen Grida Ben Yahia, Jaafar Bendriss, Angel Martin, Gorka Velez, Udi Margolin, Itai Segall, Antonio Pastor, Diego Lopez, Alberto Mozo, Bruno Ordozgoiti, Marius-Iulian Corici, Mikhail Smirnov, Kateryna Cognitive Services Portfolio for 5G Network Management published pages: , ISSN: , DOI:	2nd Workshop on Network Management, Quality of Service and Security for 5G Networks colocated with EUCNC 2017	2019-07-08
2018	Alberto Mozo, Bruno Ordozgoiti, Sandra GÃ³mez-Canaval Forecasting short-term data center network traffic load with convolutional neural networks published pages: e0191939, ISSN: 1932-6203, DOI: 10.1371/journal.pone.0191939	PLOS ONE 13/2	2019-07-08
2017	Bruno Ordozgoiti, Sandra GÃ³mez Canaval, Alberto Mozo Probabilistic Leverage Scores for Parallelized Unsupervised Feature Selection published pages: 722-733, ISSN: 1611-3349, DOI: 10.1007/978-3-319-59147-6_61	14th International Work-Conference on Artificial Neural Networks 2017 (IWANN) Lecture Notes in Computer Scien	2019-07-08
2016	Bruno Ordozgoiti, Sandra GÃ³mez Canaval, Alberto Mozo Feature Ranking and Selection for Big Data Sets published pages: 128-136, ISSN: , DOI: 10.1007/978-3-319-44066-8_14	East European Conference on Advances in Databases and Information Systems ADBIS 2016. Communications in C	2019-07-08
2016	Gorka Velez, Marco Quartulli, Angel Martin, Oihana Otaegui, Haytham Assem Machine Learning for Autonomic Network Management in a Connected Cars Scenario published pages: 111-120, ISSN: , DOI: 10.1007/978-3-319-38921-9_12	International Workshop on Communication Technologies for Vehicles Book Communication Technologies	2019-07-08
2017	Haytham Assem, Bora Caglayan, Teodora Sandra Buda, Declan O\'Sullivan (IBM) ST-DenNesFus: Deep Spatio-Temporal Dense Networks for Network Demand Prediction published pages: , ISSN: , DOI:	European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases	2019-07-08
2016	M. Nicosia, A. Moschitti Crossword Puzzle Resolution in Italian using Distributional Models for Clue Similarity published pages: , ISSN: , DOI:	Proceedings of the 7th Italian Information Retrieval Workshop (IIR)	2019-07-08
2017	Olga Uryupina (UNITN), Ron Artstein, Antonella Bristot, Federica Cavicchio, Francesca Delogu, Kepa J. Rodriguez, Massimo Poesio Annotating a broader range of anaphoric phenomena, in a variety of genres: the ARRAU Corpus published pages: , ISSN: 1469-8110, DOI:	Journal of Natural Language Engineering	2019-07-08
2017	Kateryna Tymoshenko, Alessandro Moschitti, Massimo Nicosia, Aliaksei Severyn RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations published pages: 79-84, ISSN: , DOI: 10.18653/v1/P17-4014	Proceedings of ACL 2017, System Demonstrations	2019-07-08
2016	Olga Uryupina, Barbara Plank, Gianni Barlacchi, Francisco J Valverde-Albacete, Manos Tsagkias, Antonio Uva, Alessandro Moschitti LiMoSINe Pipeline: Multilingual UIMA-based NLP Platform published pages: 157-162, ISSN: , DOI: 10.18653/v1/P16-4027	Proceedings of ACL-2016 System Demonstrations	2019-07-08
2016	Kateryna Tymoshenko, Daniele Bonadiman, Alessandro Moschitti Convolutional Neural Networks vs. Convolution Kernels: Feature Engineering for Answer Sentence Reranking published pages: 1268-1278, ISSN: , DOI: 10.18653/v1/N16-1152	Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies	2019-07-08
2018	Bruno Ordozgoiti, Sandra GÃ³mez Canaval, Alberto Mozo Iterative column subset selection published pages: 65-94, ISSN: 0219-1377, DOI: 10.1007/s10115-017-1115-4	Knowledge and Information Systems 54/1	2019-07-08
2017	Angel Martin, Roberto Viola, Josu Gorostegui, Mikel Zorrilla, Julian Florez, Jon Montalban LAMB-DASH: a DASH-HEVC adaptive streaming algorithm in a sharing bandwidth environment for heterogeneous contents and dynamic connections in practice published pages: , ISSN: 1861-8200, DOI: 10.1007/s11554-017-0728-x	Journal of Real-Time Image Processing	2019-07-08
2016	K. Sullivan, M. Barros, A. Martin An Energy Efficient Architecture for 5G Network Management published pages: , ISSN: , DOI:	1st International Workshop on Network Management, Quality of Service and Security for 5G Networks allocated with the EuCNC 2016, At Athens	2019-07-08
2018	Mikel Zorrilla, Julian Florez, Alberto Lafuente, Angel Martin, Jon Montalban, Igor G. Olaizola, Inigo Tamayo SaW: Video Analysis in Social Media with Web-Based Mobile Grid Computing published pages: 1442-1455, ISSN: 1536-1233, DOI: 10.1109/TMC.2017.2766623	IEEE Transactions on Mobile Computing 17/6	2019-07-08
2017	Michael Taynnan Barros, Robert Mullins, Sasitharan Balasubramaniam Integrated Terahertz Communication With Reflectors for 5G Small-Cell Networks published pages: 5647-5657, ISSN: 0018-9545, DOI: 10.1109/TVT.2016.2639326	IEEE Transactions on Vehicular Technology 66/7	2019-07-08
2018	Teodora Sandra Buda, Bora Caglayan, Haytham Assem (IBM) 5G PPP â€“ 5G Architecture White Paper version 2 published pages: , ISSN: , DOI:		2019-07-08
2017	Bruno Ordozgoiti (UPM), Sandra GÃ³mez Canaval (UPM), Alberto Mozo (UPM), Udi Margolin (Nokia), Elisha Rosensweig (Nokia), Itai Segall (Nokia) Deep convolutional neural networks for detecting noisy neighbours in cloud infrastructure published pages: , ISSN: , DOI:	25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning	2019-07-08
2017	Azad Abad, Moin Nabi, Alessandro Moschitti Self-Crowdsourcing Training for Relation Extraction published pages: 518-523, ISSN: , DOI: 10.18653/v1/P17-2082	Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)	2019-07-08
2016	Haytham Assem, Lei Xu, Teodora Sandra Buda, Declan Oâ€™Sullivan Machine learning as a service for enabling Internet of Things and People published pages: 899-914, ISSN: 1617-4909, DOI: 10.1007/s00779-016-0963-3	Personal and Ubiquitous Computing 20/6	2019-07-08
2017	Iryna Haponchyk, Alessandro Moschitti Don\'t understand a measure? Learn it: Structured Prediction for Coreference Resolution optimizing its measures published pages: 1018-1028, ISSN: , DOI: 10.18653/v1/P17-1094	Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)	2019-07-08
2017	Iryna Haponchyk, Alessandro Moschitti A Practical Perspective on Latent Structured Prediction for Coreference Resolution published pages: 143-149, ISSN: , DOI:	Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics Volume 2, Short Papers	2019-07-08
2017	Daniele Bonadiman, Antonio Uva, Alessandro Moschitti Effective Shared Representations with Multitask Learning for Community Question Answering published pages: 726-732, ISSN: , DOI:	Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics Volume 2, Short Papers	2019-07-08
2016	Simone Filice, Danilo Croce, Alessandro Moschitti, Roberto Basili KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers published pages: 1116-1123, ISSN: , DOI: 10.18653/v1/S16-1172	Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016)	2019-07-08
2015	Aliaksei Severyn, Massimo Nicosia, Gianni Barlacchi, Alessandro Moschitti Distributional Neural Networks for Automatic Resolution of Crossword Puzzles published pages: 199-204, ISSN: , DOI: 10.3115/v1/P15-2033	Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)	2019-07-08
2015	Alessandro Moschitti, Massimo Nicosia, Gianni Barlacchi SACRY: Syntax-based Automatic Crossword puzzle Resolution sYstem published pages: 79-84, ISSN: , DOI: 10.3115/v1/P15-4014	Proceedings of ACL-IJCNLP 2015 System Demonstrations	2019-07-08
2016	Ordozgoiti, S.GÃ³mez Canaval A.Mozo Parallelized unsupervised feature selection for large-scale network traffic analysis published pages: 617-622, ISSN: , DOI:	24th European Symposium of Artificial Neural Networks, ESANN	2019-07-08
2015	D. Bonadiman, A. Severyn, A. Moschitti Deep Neural Networks for Named Entity Recognition in Italian published pages: , ISSN: , DOI:	Proceedings of The Italian Conference on Computational Linguistics (CLiC-it) Dec-15	2019-07-08

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