CogNet Project Factsheet

Title Authors Event Date
The Application of Machine Learning and Data Analytics to Network Management for Large Scale Networks Robert Mullins Fokus Fuseco Forum Nov, 2015
Deep Natural Language Processing for Cognitive Dialog Systems Alessandro Moschitti Deep Natural Language Processing for Cognitive Dialog Systems Nov, 2015
CogNet: An NFV/SDN based architecture for Autonomic 5G Network Management using Machine Learning D. Gallico, M. Biancani, H. Assem, D. Lopez 5G: From Myth to Reality (ETSI) Apr, 2016
NFV Service Orchestration and Lifecycle Management based on Open Source MANO Diego Lopez TMForumLive! May, 2016
Deep Natural Language Processing for Fact Verification and User Interaction Alessandro Moschitti Google NLP Workshop 2016 May, 2016
The future of 5G with Cognitive Computing Haytham Assem IBM Technical Leadership Exchange (TLE) May, 2016
CogNet: A new architecture featuring cognitive features Teodora Sandra Buda IBM Technical Leadership Exchange (TLE) May, 2016
Applying Machine Learning to Intent-Based Networking Diego R. Lopez Open Platform for NFV (OPNFV) Summit Jun, 2016
1st International Workshop on Network Management, Quality of Service and Security for 5G Networks (organization of industrial events) Robert Mullins Conference Workshop hosted at 25th EuCNC 2016 Jun, 2016
Distributional Neural Networks for Automatic Crossword Puzzles Severyn, M. Nicosia, G.Barlacchi, A. Moschitti 53rd annual meeting of the Association for Computational Linguistics (ACL) Jul, 2015
SACRY: Syntax-based automatic crossword puzzle resolution system G. Barlacchi, M.Nicosia, A.Moschitti 53rd annual meeting of the Association for Computational Linguistics (ACL) Jul, 2015
Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks Severyn, A. Moschitti 38th International ACM SIGIR Conference on Research and Development in Information Retrieval Aug, 2015
Assessing the Impact of Syntactic and Semantic Structures for Answer Passages Reranking K. Tymoshenko, A.Moschitti 24th CIKM Oct, 2015
Deep Neural Networks for Named Entity Recognition in Italian D. Bonadiman, A. Severyn, A. Moschitti 2nd Italian Conference on Computational Linguistics Dec, 2015
Intent-Based Networking – And How Machine Learning Can Bring Convergence P. A. Aranda Networld 2020 Strategic Research Agenda Mar, 2016
Parallelized unsupervised feature selection for large-scale network traffic analysis Ordozgoiti, S.Gómez Canaval A.Mozo 24th ESANN Apr, 2016
PSCEG: An unbiased Parallel Subspace Clustering algorithm using Exact Grids Zhu, B.Ordozgoiti, A.Mozo 24th ESANN Apr, 2016
Can Machine Learning aid in delivering new Use cases and Scenarios in 5G? T.S.Buda, H.Assem, D.Lopez, M. I. Corici, D.Raz, O.Uryupina, R.Mullins, I.G. Ben Yahia IEEE 5GMan May, 2016
Agile Service Manager for 5G M. Mechtri, I. G. Ben Yahia, D. Zeghlache IEEE 5GMan May, 2016
Emerging Management Challenges for the 5G era: Multi-Service Provision through Optimal End-to-End Resource Slicing in Virtualized Infrastructures K. Tsagkaris, I. G. Ben Yahia, A. Georgakopoulos, P. Demestichas IEEE 5GMan May, 2016
Crossword Puzzle Resolution in Italian using Distributional Models for Clue Similarity M. Nicosia, A. Moschitti 7th IIR May, 2016
ARRAU: Linguistically-Motivated Annotation of Anaphoric Description O. Uryupina, R. Artstein, A. Bristot, F. Cavicchio, K.J. Rodriguez, M. Poesio 10th LREC May, 2016
Machine Learning for Autonomic Network Management in a Connected Cars Scenario G. Velez, M. Quartulli, A. Martin, O. Otaegui, H. Assem NETS4CARS Jun, 2016
Convolutional Neural Networks vs. Convolution Kernels: Feature Engineering for Question Answering K. Tymoshenko, D. Bonadiman, A. Moschitti NAACL Jun, 2016
KeLP at SemEval-2016 Task 3: Learning Semantic Relations between Questions and Answers S. Filice, D. Croce, A. Moschitti, R. Basili SemEval Jun, 2016
ConvKN at SemEval-2016 Task 3: Answer and Question Selection for Question Answering on Arabic and English Fora A. Barron-Cedeno, D. Bonadiman, G. Da San Martino, S. Joty, A. Moschitti, F. A. Al Obaidli, S. Romeo, K. Tymoshenko, A. Uva SemEval Jun, 2016
An Energy Efficient Architecture for 5G Network Management K. Sullivan, M. Barros, A. Martin EuCNC 2016 Jun, 2016
CogNet: A Network Management Architecture Featuring Cognitive Capabilities L. Xu, H. Assem, T. S. Buda, D. R. López, I. G. Ben Yahia, M. Smirnov, D. Raz, O. Uryupina, A. Martin, A. Mozo, D. Gallico, R. Mullins EuCNC 2016 Jun, 2016
Cooperative Caching in C-RAN using Bayesian Classification and Greedy Placement B. Azpiazu, M. Quartulli, A. Martín, I. Golaizola, B. Sierra EuCNC 2016 Jun, 2016
Using Machine Learning to Detect Noisy Neighbors in 5G Networks U. Margolin, A. Mozo, B. Ordozgoiti, D. Raz, E. Rosensweig, I. Segall EuCNC 2016 Jun, 2016
LiMoSINe pipeline: Multilingual UIMA-based NLP platform O. Uryupina, B. Plank, G. Barlacchi, F. Valverde Albacete, M. Tsagkias, A.Uva, A. Moschitti 54th ACL Aug, 2016
The Rhythms of Italian Cities: Estimating Presence Patterns from Mobile Phone Data G. Barlacchi, P. Bosetti, Q. Zhang, M. Chinazzi, S, Bernaola, A. Vespignani, B. Lepri IC2S2 Jun, 2016
Machine Learning as a Service for enabling Internet of Things and People Haytham Assem, Lei Xu, Teodora Sandra Buda, Declan O’Sullivan Personal and Ubiquitous Computing (PUC) Journal Sep, 2016
Spatio-Temporal Clustering Approach for Detecting Functional Regions in Cities Haytham Assem, Lei Xu, Teodora Sandra Buda, Declan O’Sullivan 28th IEEE International Conference on Tools with Artificial Intelligence (ICTAI) 2016 Nov, 2016
ADE: An ensemble approach for early anomaly detection Teodora Sandra Buda, Haytham Assem, Lei Xu IFIP/IEEE International Symposium on Integrated Network Management (IM) 2017 May, 2017
5G Architecture White Paper 5G Architecture Working group Jul, 2016
Feature Ranking and Selection for Big Data Sets Ordozgoiti, Bruno, Sandra Gómez Canaval, and Alberto Mozo East European Conference on Advances in Databases and Information Systems Aug, 2016
Using Machine Learning to Detect Noisy Neighbors in 5G Networks Margolin, Udi, Alberto Mozo, Bruno Ordozgoiti, Danny Raz, Elisha Rosensweig, and Itai Segall Networking and Internet Architecture Oct, 2016
Spark2Fires: A New Parallel Approximate Subspace Clustering Algorithm Zhu, Bo, and Alberto Mozo East European Conference on Advances in Databases and Information Systems Aug, 2016
Learning to Rank Non-Factoid Answers: Comment Selection in Web Forums Kateryna Tymoshenko, Daniele Bonadiman, Alessandro Moschitti CIKM 2016 (25th ACM International on Conference on Information and Knowledge Management) Oct, 2016
A Practical Perspective on Latent Structured Prediction for Coreference Resolution Iryna Haponchyk, Alessandro Moschitti EACL 2017 (European Chapter of the Association for Computational Linguistics ) Apr, 2017
Effective Shared Representations with Multitask Learning for Community Question Answering Daniele Bonadiman, Antonio Uva, Alessandro Moschitti EACL 2017 (European Chapter of the Association for Computational Linguistics ) Apr, 2017
AI for SLA Management in Programmable Networks Imen Grida Ben Yahia, Jaafar Bendriss, Prosper Chemouil, Djamal Zeghlache International Conference on Design of Reliable Communication Networks 2017 Mar, 2017
Forecasting and Anticipating SLO Breaches in Programmable Networks Imen Grida Ben Yahia, Jaafar Bendriss, Djamal Zeghlache 2017 20th Conference on Innovations in Clouds, Internet and Networks (ICIN) Mar, 2017
CogNitive 5G Networks: Comprehensive Operator Use Cases with Machine Learning for Management Operations Imen Grida Ben Yahia, Jaafar Bendriss, Alassane Samba, Philippe Dooze 2017 20th Conference on Innovations in Clouds, Internet and Networks (ICIN) Mar, 2017
Log-based behavioral differencing Maayan Goldstein, Danny Raz, Itai Segall ISSTA 2017 Jul, 2017
Integrated Terahertz Communication with Reflectors for 5G Small Cell Networks Michael T. Barros, Sasitharanand Balasubramaniam, and R. Mullins. IEEE Transactions on Vehicular Technology , 2017 Dec, 2016
CogNet: An NFV/SDN based architecture for Autonomic 5G Network Management using Machine Learning Domenico Gallico (IRT), Matteo Biancani (IRT), Haytham Assem (IBM), Diego Lopez (TID) 2nd Global 5G Event – “Enabling the 5G EcoSphere” Nov, 2016
SLA enforcement Imen Grida Ben Yahia and Jaafar Bendriss (Orange) Orange Exhibition days Dec, 2016
Cognitive Services Portfolio for 5G Network Management 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 Timoshenko, Olga Uryupina, Joe Tynan, Martin Tolan 2nd Workshop on Network Management, Quality of Service and Security for 5G Networks colocated with EUCNC 2017 Jul, 2016
Dynamic Policy Based Actuation for Autonomic Management of Telecoms Networks Martin Tolan, Joe Tynan, Angel Martin, Felipe Mogollon 2nd Workshop on Network Management, Quality of Service and Security for 5G Networks colocated with EUCNC 2017 Jul, 2016
Book chapter for 5G European Vision Haytham Assem, Jaafar Bendriss, Teodora Sandra Buda, Imen Grida Ben Yahia, Diego Lopez, Udi Margolin, Angel Martin, Alberto Mozo, Marouane Mechteri, Kieran Sullivan, Martin Tolan Feb, 2015
Discovering New Socio-demographic Regional Patterns in Cities Haytham Assem, Lei Xu, Teodora Sandra Buda, Declan O’Sullivan LBSN Workshop, SIGSPATIAL 2016 Nov, 2016
RCMC: Recognizing Crowd Mobility Patterns in Cities based on Location Based Social Networks Data Haytham Assem, Teodora Sandra Buda, Declan O’Sullivan Journal: ACM Transactions on Intelligent Systems and Technology (TIST) Sep, 2017
Cognitive Applications and Their Supporting Architecture for Smart Cities Haytham Assem, Lei Xu, Teodora Sandra Buda, Declan O’Sullivan Journal: Big Data Analytics for Sensor-Network Collected Intelligence Feb, 2017
Instantaneous Throughput Prediction in Cellular Networks: Which Information Is Needed? Alassane Samba (Orange Labs, France), Gwendal Simon (Telecom Bretagne, France), Philippe Dooze (Orange Labs, France), Yann Busnel (Crest (Ensai) / Inria Rennes, France), Alberto Blanc (Telecom Bretagne, France) IFIP/IEEE International Symposium on Integrated Network Management May, 2017
Don’t you understand a measure? Learning it: structured prediction for Coreference Resolution using its evaluation measure as a loss function Iryna Haponchyk (UNITN), Alessandro Moschitti (UNITN) ACL (Association for Computational Linguistics) 2017 Aug, 2017
RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations Kateryna Tymoshenko (UNITN), Alessandro Moschitti (UNITN), Massimo Nicosia (UNITN) and Aliaksei Severyn (Google) ACL (Association for Computational Linguistics) 2017 Aug, 2017
Self-Crowdsourcing Training for Relation Extraction Azad Abad(UNITN), Moin Nabi (UNITN) and Alessandro Moschitti (UNITN) ACL (Association for Computational Linguistics) 2017 Aug, 2017
Annotating a broader range of anaphoric phenomena, in a variety of genres: the ARRAU Corpus Olga Uryupina (UNITN), Ron Artstein, Antonella Bristot, Federica Cavicchio, Francesca Delogu, Kepa J. Rodriguez, Massimo Poesio Journal: Journal of Natural Language Engineering
A fast iterative algorithm for improved unsupervised feature selection Bruno Ordozgoiti (UPM), Sandra Gómez Canaval (UPM), Alberto Mozo (UPM) 2016 IEEE 16th International Conference on Data Mining (ICDM) Dec, 2017
Deep convolutional neural networks for detecting noisy neighbours in cloud infrastructure Bruno Ordozgoiti (UPM), Sandra Gómez Canaval (UPM), Alberto Mozo (UPM), Udi Margolin (Nokia), Elisha Rosensweig (Nokia), Itai Segall (Nokia) 25th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning Apr, 2016
Probabilistic Leverage Scores for Parallelized Unsupervised Feature Selection Bruno Ordozgoiti (UPM), Sandra Gómez Canaval (UPM), Alberto Mozo (UPM) 14th International Work-Conference on Artificial Neural Networks 2017 (IWANN) Jun, 2017
Virtualization and 5G Fabrizio Granelli (UNITN) European Wireless 2017 May, 2017
Enabling 5G architectures through Software Defined Networking Fabrizio Granelli (UNITN) IEEE CAMAD 2017 Jun, 2017
Deep Learning and Structural Kernels for Semantic Inference on Web Data Alessandro Moschitti (UNITN) SLTC 2016 Nov, 2016
Machine Learning for 5G applications Olga Uryupina (UNITN) NetCla: ECML-PKDD 2016 Network Classification Challenge Sep, 2016 Sep, 2016
Cognitive modules supporting Network Management Teodora Sandra Buda (IBM) SAP Industrial Innovation Event July 2017
Urban Mobility Awareness for Network Demand Prediction in Smart Cities Haytham Assem (IBM) All Ireland Smart Cities Forum Sep, 2017
Urban Mobility Awareness for Network Management Haytham Assem (IBM) Irish Management Institute Postgrad Event Oct, 2017
Urban Mobility Awareness and Dense Urban Area demos Haytham Assem, Teodora Sandra Buda, Bora Caglayan, Jason Lloyd (IBM) H2020 SELIS GA Oct, 2017
Urban Mobility Awareness and Performance Anomaly Detection for Network Management Teodora Sandra Buda (IBM), Imen Grida Ben Yahia (Orange) Orange Annual Exhibition Dec 2017
Cognitive Network Management Imen Grida Ben Yahia (Orange) 9th FUSECO FORUM Nov, 2017
Efficient Weighted Model Integration via SMT-Based Predicate Abstraction Paolo Morettin (UNITN), Andrea Passerini (UNITN), and Roberto Sebastiani (UNITN) IJCAI 2017 Aug, 2017
Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information Massimo Nicosia (UNITN) and Alessandro Moschitti (UNITN) CoNLL Aug, 2017
Accurate Sentence Matching with Hybrid Siamese Networks Massimo Nicosia (UNITN) and Alessandro Moschitti (UNITN) CIKM Nov, 2017
Neural Sentiment Analysis for a Real-World Application Daniele Bonadiman (UNITN), Giuseppe Castellucci (Almawave), Andrea Favalli (Almawave), Raniero Romagnoli (Almawave) and Alessandro Moschitti (UNITN) Clic-it Dec, 2017
Predicting Land Use of Italian Cities using Structural Semantic Models Gianni Barlacchi (UNITN), Bruno Lepri and Alessandro Moschitti (UNITN) Clic-it Dec, 2017
Structural Semantic Features for Land Use Classification (Submitted) Gianni Barlacchi (UNITN), Bruno Lepri(FBK) and Alessandro Moschitti (UNTIN) WWW2018 Apr, 2018
Syntactic and Semantic Structures for Answer Passages Reranking Kateryna Tymoshenko (UNITN), Alessandro Moschitti (UNITN) Journal: TOIS (ACM Transactions on Information Systems)
Autonomous Crowdsourcing through Human-Machine Collaborative Learning Azad Abad (UNITN), Moin Nabi (UNITN) and Alessandro Moschitti (UNITN) SIGIR 2017 Aug, 2017
Collaborative Partitioning for Coreference Resolution Olga Uryupina (UNITN) and Alessandro Moschitti (UNITN) CoNLL Aug, 2017
ST-DenNesFus: Deep Spatio-Temporal Dense Networks for Network Demand Prediction Haytham Assem, Bora Caglayan, Teodora Sandra Buda, Declan O’Sullivan (IBM) Journal: IEEE Transactions on Knowledge and Data Engineering (TKDE) 2017
DeepAD: A Generic Framework based on Deep Learning for Time Series Anomaly Detection Teodora Sandra Buda, Bora Caglayan, Haytham Assem (IBM) PAKDD 2018 Jun, 2018
5G PPP – 5G Architecture White Paper version 2 Teodora Sandra Buda, Bora Caglayan, Haytham Assem (IBM) Jan, 2018
LAMB-DASH: A DASH-HEVC adaptive streaming algorithm in a sharing bandwidth environment for heterogeneous contents and dynamic connections in practice Angel Martin, Roberto Viola, Josu Gorostegui, Mikel Zorrilla, Julian Florez and Jon Montalban (VICOMTECH) Journal: Springer Journal of Real-Time Image Processing Oct, 2017
SaW: Video Analysis in Social Media with Web-based Mobile Grid Computing Mikel Zorrilla, Julián Flórez, Alberto Lafuente, Angel Martin, Jon Montalbán, Igor G. Olaizola, Iñigo Tamayo (VICOMTECH) IEEE Transactions on Mobile Computing Oct, 2017
Hybrid MEC and Client Adaptation for Fair and Efficient Media Streaming in SDR Mobile Networks Angel Martin, Roberto Viola, Josu Gorostegui, Mikel Zorrilla, Julian Florez and Jon Montalban (VICOMTECH) IEEE Transactions on Circuits and Systems for Video Technology Nov, 2017
Cognitive Management Architecture for QoE-aware delivery of media services in 5G Networks Angel Martin, Jon Egaña, Julian Florez, Jon Montalban, Marco Quartulli, Roberto Viola and Mikel Zorrilla. (VICOMTECH) IEEE Transactions on Broadcasting Dec, 2017
Iterative column subset selection Bruno Ordozgoiti (UPM), Sandra Gómez Canaval (UPM), Alberto Mozo (UPM) Journal: Knowledge and Information Systems (KAIS) Oct, 2017
A distributed and quiescent max-min fair algorithm for network congestion control Alberto Mozo (UPM), José Luis López-Presa (UPM), Antonio Fernández Anta (IMDEA Networks) Journal: Expert Systems with Applications Jan, 2018
Forecasting short-term data center network traffic dynamics with convolutional neural networks Alberto Mozo (UPM), Bruno Ordozgoiti (UPM), Sandra Gómez Canaval (UPM) Journal: PLOS ONE Feb, 2018
Mining logical theories in feature space Andrea Passerini (UNITN) SMiLee Feb, 2016
Where are you going? An overview on machine learning models for human mobility Gianni Barlacchi (UNITN) PyData Italy 2016 Apr, 2016
CIKM Data Mobility Challenge Gianni Barlacchi (UNITN) CIKM 2017 Nov, 2017
Introduction to deep learning Bruno Ordozgoiti, Alberto Mozo (UPM) Workshop at Universidad Politécnica de Madrid Oct, 2017
Applying Cognitive Techniques to Enable Intent-Based Networking Diego R. Lopez IEEE 5G Summit at UNET 2017 May, 2017
On the Dialectics of Intent, and how it applies to next-generation network management Diego R. Lopez EUCNC 2017 Jun, 2017
Network Service Management in the Days of the Software Network Diego R. Lopez SDN World Congress Oct, 2017
Ranking Kernels for Structures and Embeddings: A Hybrid Preference and Classification Model Kateryna Tymoshenko (UNITN), Daniele Bonadiman (UNITN), Alessandro Moschitti (UNITN) EMNLP 2017 Sep, 2017
Structural Semantic Models for Automatic Analysis of Urban Areas Gianni Barlacchi (UNITN), Alberto Rossi (FBK), Bruno Lepri (FBK),
Alessandro Moschitti (UNITN)
ECML 2017 Sep, 2017
Taking the best from the Crowd:Learning Question Passage Classification from
Noisy Data
Azad Abad, Alessandro Moschitti (UNITN) Aug, 2016
Appetitoso: A Search Engine for Restaurant Retrieval based on Dishes Gianni Barlacchi (UNITN), Azad Abad (UNITN), Emanuele Rossinelli
(Kloevolution Srl), Alessandro Moschitti(UNITN)
CLiC-it 2016 Dec, 2016
Beyond today’s network service management Diego R. Lopez (TID) ETSI Summit on 5G Infrastructures Apr, 2017
Bringing together expertise in Artificial Intelligence, Data Engineering, Data Science and Infrastructure Antonio Pastor (TID) LUCA (Telefonica Data Business Unit) Jun, 2017
On NFV Security Diego R. Lopez, Antonio Pastor (TID) UNICA Security Workshop Oct, 2017
Nurturing Network Control Intelligence Diego R. Lopez (TID) FutureComm Research Oct, 2017
The CogNet Report. Addressing Data-driven Network Management Diego R. Lopez (TID) NMRG session at IETF 100 Nov, 2017
Smarter networks through machine learning Kieran Sullivan (TSSG) EURESCOM message – Summer 2017 Jul, 2017