Alessio Micheli

Marco Domenico Santambrogio

Embeddings and Representation Learning for Structured Data.

[BibT_eX]

[DOI]

Proceedings of the 27th European Symposium on Artificial Neural Networks, 2019

Comparison between DeepESNs and gated RNNs on multivariate time-series prediction.

[BibT_eX]

[DOI]

Proceedings of the 27th European Symposium on Artificial Neural Networks, 2019

Graph generation by sequential edge prediction.

[BibT_eX]

[DOI]

Marco Podda

Proceedings of the 27th European Symposium on Artificial Neural Networks, 2019

Question Classification with Untrained Recurrent Embeddings.

[BibT_eX]

[DOI]

Daniele Di Sarli

Proceedings of the AI*IA 2019 - Advances in Artificial Intelligence, 2019

2018

Generative Kernels for Tree-Structured Data.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2018

Design of deep echo state networks.

[BibT_eX]

[DOI]

Neural Networks, 2018

Local Lyapunov exponents of deep echo state networks.

[BibT_eX]

[DOI]

Luca Silvestri

Neurocomputing, 2018

Deep Tree Echo State Networks.

[BibT_eX]

[DOI]

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Why Layering in Recurrent Neural Networks? A DeepESN Survey.

[BibT_eX]

[DOI]

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Tree Edit Distance Learning via Adaptive Symbol Embeddings.

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Machine Learning, 2018

Contextual Graph Markov Model: A Deep and Generative Approach to Graph Processing.

[BibT_eX]

[DOI]

Federico Errica

Proceedings of the 35th International Conference on Machine Learning, 2018

Combining Memory and Non-linearity in Echo State Networks.

[BibT_eX]

[DOI]

Eleonora Di Gregorio

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2018, 2018

ITAmoji 2018: Emoji Prediction via Tree Echo State Networks.

[BibT_eX]

[DOI]

Daniele Di Sarli

Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics (CLiC-it 2018), 2018

Randomized Recurrent Neural Networks.

[BibT_eX]

[DOI]

Peter Tiño

Proceedings of the 26th European Symposium on Artificial Neural Networks, 2018

Deep Echo State Networks for Diagnosis of Parkinson's Disease.

[BibT_eX]

[DOI]

Proceedings of the 26th European Symposium on Artificial Neural Networks, 2018

2017

Reliability and human factors in Ambient Assisted Living environments - The DOREMI case study.

[BibT_eX]

[DOI]

J. Reliab. Intell. Environ., 2017

Deep reservoir computing: A critical experimental analysis.

[BibT_eX]

[DOI]

Neurocomputing, 2017

A learning system for automatic Berg Balance Scale score estimation.

[BibT_eX]

[DOI]

Eng. Appl. Artif. Intell., 2017

Deep Echo State Network (DeepESN): A Brief Survey.

[BibT_eX]

[DOI]

CoRR, 2017

Hierarchical Temporal Representation in Linear Reservoir Computing.

[BibT_eX]

[DOI]

CoRR, 2017

Echo State Property of Deep Reservoir Computing Networks.

[BibT_eX]

[DOI]

Cogn. Comput., 2017

A Comparative Analysis of SVM and IDNN for Identifying Penguin Activities.

[BibT_eX]

[DOI]

Appl. Artif. Intell., 2017

On the need of machine learning as a service for the internet of things.

[BibT_eX]

[DOI]

Proceedings of the 1st International Conference on Internet of Things and Machine Learning, 2017

Local Lyapunov Exponents of Deep RNN.

[BibT_eX]

[DOI]

Luca Silvestri

Proceedings of the 25th European Symposium on Artificial Neural Networks, 2017

Randomized Machine Learning Approaches: Recent Developments and Challenges.

[BibT_eX]

[DOI]

José David Martín-Guerrero

Emilio Soria-Olivas

Proceedings of the 25th European Symposium on Artificial Neural Networks, 2017

Experimental Analysis of Deep Echo State Networks for Ambient Assisted Living.

[BibT_eX]

[DOI]

Proceedings of the Third Italian Workshop on Artificial Intelligence for Ambient Assisted Living 2017 co-located with 16th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2017), 2017

2016

Activity Recognition system based on Multisensor data fusion (AReM).

[BibT_eX]

[DOI]

Dataset, May, 2016

Indoor User Movement Prediction from RSS data.

[BibT_eX]

[DOI]

Dataset, February, 2016

Human activity recognition using multisensor data fusion based on Reservoir Computing.

[BibT_eX]

[DOI]

J. Ambient Intell. Smart Environ., 2016

A Benchmark Dataset for Human Activity Recognition and Ambient Assisted Living.

[BibT_eX]

[DOI]

Héctor Lozano Peiteado

Proceedings of the Ambient Intelligence - Software and Applications, 2016

Detecting Socialization Events in Ageing People: The Experience of the DOREMI Project.

[BibT_eX]

[DOI]

Proceedings of the 12th International Conference on Intelligent Environments, 2016

Deep Reservoir Computing: A Critical Analysis.

[BibT_eX]

[DOI]

Proceedings of the 24th European Symposium on Artificial Neural Networks, 2016

RSS-based Robot Localization in Critical Environments using Reservoir Computing.

[BibT_eX]

[DOI]

Proceedings of the 24th European Symposium on Artificial Neural Networks, 2016

A reservoir activation kernel for trees.

[BibT_eX]

[DOI]

Proceedings of the 24th European Symposium on Artificial Neural Networks, 2016

A Reservoir Computing Approach for Human Gesture Recognition from Kinect Data.

[BibT_eX]

[DOI]

Proceedings of the Artificial Intelligence for Ambient Assisted Living 2016 co-located with 15th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2016), 2016

2015

Robotic Ubiquitous Cognitive Ecology for Smart Homes.

[BibT_eX]

[DOI]

Héctor Lozano Peiteado

J. Intell. Robotic Syst., 2015

Prediction of the Italian electricity price for smart grid applications.

[BibT_eX]

[DOI]

Neurocomputing, 2015

A cognitive robotic ecology approach to self-configuring and evolving AAL systems.

[BibT_eX]

[DOI]

Héctor Lozano Peiteado

Eng. Appl. Artif. Intell., 2015

Preliminary Experimental Analysis of Reservoir Computing Approach for Balance Assessment.

[BibT_eX]

[DOI]

Proceedings of the 1st International Workshop on Advanced Analytics and Learning on Temporal Data, 2015

A Reservoir Computing Approach for Balance Assessment.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analysis and Learning on Temporal Data, 2015

Structured parallel implementation of Tree Echo State Network model selection.

[BibT_eX]

[DOI]

Proceedings of the Parallel Computing: On the Road to Exascale, 2015

ESNigma: efficient feature selection for echo state networks.

[BibT_eX]

[DOI]

Filippo Benedetti

Proceedings of the 23rd European Symposium on Artificial Neural Networks, 2015

Smart Environments and Context-Awareness for Lifestyle Management in a Healthy Active Ageing Framework.

[BibT_eX]

[DOI]

Proceedings of the Progress in Artificial Intelligence, 2015

2014

An experimental characterization of reservoir computing in ambient assisted living applications.

[BibT_eX]

[DOI]

Neural Comput. Appl., 2014

Integrating bi-directional contexts in a generative kernel for trees.

[BibT_eX]

[DOI]

Proceedings of the 2014 International Joint Conference on Neural Networks, 2014

Learning context-aware mobile robot navigation in home environments.

[BibT_eX]

[DOI]

Proceedings of the 5th International Conference on Information, 2014

Modeling Bi-directional Tree Contexts by Generative Transductions.

[BibT_eX]

[DOI]

Proceedings of the Neural Information Processing - 21st International Conference, 2014

2013

Compositional Generative Mapping for Tree-Structured Data - Part II: Topographic Projection Model.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2013

Novel approaches in machine learning and computational intelligence.

[BibT_eX]

[DOI]

Frank-Michael Schleif

Peter Tiño

Neurocomputing, 2013

Tree Echo State Networks.

[BibT_eX]

[DOI]

Neurocomputing, 2013

An input-output hidden Markov model for tree transductions.

[BibT_eX]

[DOI]

Neurocomputing, 2013

Forecast-Driven Enhancement of Received Signal Strength (RSS)-Based Localization Systems.

[BibT_eX]

[DOI]

ISPRS Int. J. Geo Inf., 2013

Italian Machine Learning and Data Mining research: The last years.

[BibT_eX]

[DOI]

Intelligenza Artificiale, 2013

Robot Localization by Echo State Networks Using RSS.

[BibT_eX]

[DOI]

Proceedings of the Recent Advances of Neural Network Models and Applications, 2013

Distributed Neural Computation over WSN in Ambient Intelligence.

[BibT_eX]

[DOI]

Proceedings of the Ambient Intelligence - Software and Applications, 2013

Multisensor Data Fusion for Activity Recognition Based on Reservoir Computing.

[BibT_eX]

[DOI]

Proceedings of the Evaluating AAL Systems Through Competitive Benchmarking, 2013

2012

Compositional Generative Mapping for Tree-Structured Data - Part I: Bottom-Up Probabilistic Modeling of Trees.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2012

An Experimental Evaluation of Reservoir Computation for Ambient Assisted Living.

[BibT_eX]

[DOI]

Proceedings of the Neural Nets and Surroundings - 22nd Italian Workshop on Neural Nets, 2012

A General Purpose Distributed Learning Model for Robotic Ecologies.

[BibT_eX]

[DOI]

Proceedings of the 10th IFAC Symposium on Robot Control, SyRoCo 2012, Dubrovnik, Croatia, 2012

Robotic UBIquitous COgnitive Network.

[BibT_eX]

[DOI]

Proceedings of the Ambient Intelligence - Software and Applications, 2012

A Generative Multiset Kernel for Structured Data.

[BibT_eX]

[DOI]

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

Constructive Reservoir Computation with Output Feedbacks for Structured Domains.

[BibT_eX]

[DOI]

Giulio Visco

Proceedings of the 20th European Symposium on Artificial Neural Networks, 2012

Input-Output Hidden Markov Models for trees.

[BibT_eX]

[DOI]

Proceedings of the 20th European Symposium on Artificial Neural Networks, 2012

2011

Architectural and Markovian factors of echo state networks.

[BibT_eX]

[DOI]

Neural Networks, 2011

Supervised State Mapping of Clustered GraphESN States.

[BibT_eX]

[DOI]

Proceedings of the Neural Nets WIRN11, 2011

User Movements Forecasting by Reservoir Computing Using Signal Streams Produced by Mote-Class Sensors.

[BibT_eX]

[DOI]

Proceedings of the Mobile Lightweight Wireless Systems, 2011

Adaptive tree kernel by multinomial generative topographic mapping.

[BibT_eX]

[DOI]

Proceedings of the 2011 International Joint Conference on Neural Networks, 2011

Exploiting vertices states in GraphESN by weighted nearest neighbor.

[BibT_eX]

[DOI]

Proceedings of the 19th European Symposium on Artificial Neural Networks, 2011

2010

Graph Echo State Networks.

[BibT_eX]

[DOI]

Proceedings of the International Joint Conference on Neural Networks, 2010

Compositional generative mapping of structured data.

[BibT_eX]

[DOI]

Proceedings of the International Joint Conference on Neural Networks, 2010

Bottom-Up Generative Modeling of Tree-Structured Data.

[BibT_eX]

[DOI]

Proceedings of the Neural Information Processing. Theory and Algorithms, 2010

TreeESN: a Preliminary Experimental Analysis.

[BibT_eX]

[DOI]

Proceedings of the 18th European Symposium on Artificial Neural Networks, 2010

A Markovian characterization of redundancy in echo state networks by PCA.

[BibT_eX]

[DOI]

Proceedings of the 18th European Symposium on Artificial Neural Networks, 2010

2009

Recursive Neural Networks for Cheminformatics: QSPR for Polymeric Compounds (Towards Biomaterials Design).

[BibT_eX]

[DOI]

Proceedings of the Computational Intelligence and Bioengineering, 2009

Neural Network for Graphs: A Contextual Constructive Approach.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2009

Modeling adaptive kernels from probabilistic phylogenetic trees.

[BibT_eX]

[DOI]

Luca Nicotra

Artif. Intell. Medicine, 2009

2007

Adaptive Contextual Processing of Structured Data by Recursive Neural Networks: A Survey of Computational Properties.

[BibT_eX]

[DOI]

Proceedings of the Perspectives of Neural-Symbolic Integration, 2007

Generative Kernels for Gene Function Prediction Through Probabilistic Tree Models of Evolution.

[BibT_eX]

[DOI]

Luca Nicotra

Antonina Starita

Proceedings of the Applications of Fuzzy Sets Theory, 2007

Recursive Principal Component Analysis of Graphs.

[BibT_eX]

[DOI]

Proceedings of the Artificial Neural Networks, 2007

A general framework for unsupervised preocessing of structured data.

[BibT_eX]

[DOI]

Proceedings of the Probabilistic, Logical and Relational Learning - A Further Synthesis, 15.04., 2007

2006

Predicting Physical-Chemical Properties of Compounds from Molecular Structures by Recursive Neural Networks.

[BibT_eX]

[DOI]

J. Chem. Inf. Model., 2006

2005

Universal Approximation Capability of Cascade Correlation for Structures.

[BibT_eX]

[DOI]

Neural Comput., 2005

A preliminary empirical comparison of recursive neural networks and tree kernel methods on regression tasks for tree structured domains.

[BibT_eX]

[DOI]

Filippo Portera

Neurocomputing, 2005

A New Neural Network Model for Contextual Processing of Graphs.

[BibT_eX]

[DOI]

Antonio S. Sestito

Proceedings of the Neural Nets, 16th Italian Workshop on Neural Nets, 2005

2004

Contextual processing of structured data by recursive cascade correlation.

[BibT_eX]

[DOI]

Diego Sona

IEEE Trans. Neural Networks, 2004

Recursive self-organizing network models.

[BibT_eX]

[DOI]

Neural Networks, 2004

A general framework for unsupervised processing of structured data.

[BibT_eX]

[DOI]

Neurocomputing, 2004

A Preliminary Investigation on Connecting Genotype to Oral Cancer Development through XCS.

[BibT_eX]

[DOI]

Proceedings of the Biological and Artificial Intelligence Environments, 2004

A preliminary experimental comparison of recursive neural networks and a tree kernel method for QSAR/QSPR regression tasks.

[BibT_eX]

[DOI]

Filippo Portera

Proceedings of the 12th European Symposium on Artificial Neural Networks, 2004

2003

QSAR/QSPR Studies by Kernel Machines, Recursive Neural Networks and Their Integration.

[BibT_eX]

[DOI]

Filippo Portera

Proceedings of the Neural Nets, 14th Italian Workshop on Neural Nets, 2003

Formal Determination of Context in Contextual Recursive Cascade Correlation Networks.

[BibT_eX]

[DOI]

Diego Sona

Proceedings of the Artificial Neural Networks and Neural Information Processing, 2003

2002

A general framework for unsupervised processing of structured data.

[BibT_eX]

[DOI]