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Books and Theses
- 2014
[b1]Lorenzo Valerio:
Multi-perspective investigation of the effectiveness of anti-thrombotic treatments in association with shear-mediated platelet activation. Polytechnic University of Milan, Italy, 2014
Journal Articles
- 2024
- [j13]Luigi Palmieri
, Chiara Boldrini, Lorenzo Valerio, Andrea Passarella, Marco Conti:
Impact of network topology on the performance of Decentralized Federated Learning. Comput. Networks 253: 110681 (2024) - 2022
- [j12]Lorenzo Valerio, Franco Maria Nardini, Andrea Passarella, Raffaele Perego:
Dynamic hard pruning of Neural Networks at the edge of the internet. J. Netw. Comput. Appl. 200: 103330 (2022) - [j11]Lorenzo Valerio, Andrea Passarella, Marco Conti:
Optimising Cost vs Accuracy of Decentralised Analytics in Fog Computing Environments. IEEE Trans. Netw. Sci. Eng. 9(4): 1986-2002 (2022) - [j10]Pietro Cassarà, Alberto Gotta, Lorenzo Valerio:
Federated Feature Selection for Cyber-Physical Systems of Systems. IEEE Trans. Veh. Technol. 71(9): 9937-9950 (2022) - 2018
- [j9]Lorenzo Valerio, Marco Conti, Andrea Passarella:
Energy efficient distributed analytics at the edge of the network for IoT environments. Pervasive Mob. Comput. 51: 27-42 (2018) - 2017
- [j8]Lorenzo Valerio, Andrea Passarella, Marco Conti:
A communication efficient distributed learning framework for smart environments. Pervasive Mob. Comput. 41: 46-68 (2017) - 2016
- [j7]Matteo Mordacchini, Lorenzo Valerio, Marco Conti, Andrea Passarella:
Design and evaluation of a cognitive approach for disseminating semantic knowledge and content in opportunistic networks. Comput. Commun. 81: 12-30 (2016) - [j6]Lorenzo Valerio, Matteo Mordacchini:
Special Section on Opportunistic Communication and Computation. Comput. Commun. 96: 109 (2016) - 2015
- [j5]Elena Pagani, Lorenzo Valerio, Gian Paolo Rossi:
Weak social ties improve content delivery in behavior-aware opportunistic networks. Ad Hoc Networks 25: 314-329 (2015) - [j4]Lorenzo Valerio, Raffaele Bruno, Andrea Passarella:
Cellular traffic offloading via opportunistic networking with reinforcement learning. Comput. Commun. 71: 129-141 (2015) - [j3]Filippo Rebecchi, Lorenzo Valerio, Raffaele Bruno, Vania Conan, Marcelo Dias de Amorim, Andrea Passarella:
A joint multicast/D2D learning-based approach to LTE traffic offloading. Comput. Commun. 72: 26-37 (2015) - [j2]Lorenzo Valerio, Andrea Passarella, Marco Conti, Elena Pagani:
Scalable data dissemination in opportunistic networks through cognitive methods. Pervasive Mob. Comput. 16: 115-135 (2015) - 2011
- [j1]Bruno Apolloni, Simone Bassis, Elena Pagani, Gian Paolo Rossi, Lorenzo Valerio:
Mobility Timing for Agent Communities, a Cue for Advanced Connectionist Systems. IEEE Trans. Neural Networks 22(12): 2032-2049 (2011)
Conference and Workshop Papers
- 2024
- [c22]Saira Bano, Pietro Cassarà, Lorenzo Valerio:
Variational Autoencoders for Noise Resistant Traffic Generation in B5G Networks. MeditCom 2024: 13-18 - 2023
- [c21]Luigi Palmieri, Chiara Boldrini, Lorenzo Valerio, Andrea Passarella, Marco Conti:
Exploring the Impact of Disrupted Peer-to-Peer Communications on Fully Decentralized Learning in Disaster Scenarios. ICT-DM 2023: 1-6 - [c20]Mirko Nardi, Lorenzo Valerio, Andrea Passarella:
Communication Costs Analysis of Unsupervised Federated Learning: an Anomaly Detection Scenario. Ital-IA 2023: 19-24 - [c19]Luigi Palmieri, Lorenzo Valerio, Chiara Boldrini, Andrea Passarella:
The effect of network topologies on fully decentralized learning: a preliminary investigation. NetAISys@MobiSys 2023: 5:1-5:6 - 2022
- [c18]Mirko Nardi, Lorenzo Valerio, Andrea Passarella:
Anomaly Detection Through Unsupervised Federated Learning. MSN 2022: 495-501 - 2021
- [c17]Mirko Nardi, Lorenzo Valerio, Andrea Passarella:
Centralised vs decentralised anomaly detection: when local and imbalanced data are beneficial. LIDTA@ECML/PKDD 2021: 7-20 - 2017
- [c16]Lorenzo Valerio, Andrea Passarella, Marco Conti:
Optimal trade-off between accuracy and network cost of distributed learning in Mobile Edge Computing: An analytical approach. WoWMoM 2017: 1-9 - 2016
- [c15]Teemu Kärkkäinen, Paul Houghton, Lorenzo Valerio, Andrea Passarella, Jörg Ott:
Here&now: data-centric local social interactions through opportunistic networks: demo. CHANTS@MOBICOM 2016: 37-38 - [c14]Lorenzo Valerio, Andrea Passarella, Marco Conti:
Accuracy vs. traffic trade-off of learning IoT data patterns at the edge with hypothesis transfer learning. RTSI 2016: 1-6 - [c13]Lorenzo Valerio, Andrea Passarella, Marco Conti:
Hypothesis Transfer Learning for Efficient Data Computing in Smart Cities Environments. SMARTCOMP 2016: 1-8 - 2015
- [c12]Lorenzo Valerio, Filippo Consolo, Danny Bluestein, Phat L. Tran, Marvin J. Slepian, Alberto Redaelli, Federico Pappalardo:
Shear-mediated platelet activation in patients implanted with continuous flow LVADs: A preliminary study utilizing the platelet activity state (PAS) assay. EMBC 2015: 1255-1258 - [c11]Lorenzo Valerio, F. Ben Abdesslemy, A. Lindgreny, Raffaele Bruno, Andrea Passarella, M. Luoto:
Offloading cellular traffic with opportunistic networks: a feasibility study. Med-Hoc-Net 2015: 1-8 - 2014
- [c10]Lorenzo Valerio, Raffaele Bruno, Andrea Passarella:
Adaptive data offloading in opportunistic networks through an actor-critic learning method. CHANTS@MobiCom 2014: 31-36 - 2013
- [c9]Emanuele Massaro, Andrea Guazzini, Lorenzo Valerio, Andrea Passarella, Franco Bagnoli:
Application of a Cognitive-Inspired Algorithm for Detecting Communities in Mobility Networks. CGC 2013: 541-546 - [c8]Matteo Mordacchini, Lorenzo Valerio, Marco Conti, Andrea Passarella:
A cognitive-based solution for semantic knowledge and content dissemination in opportunistic networks. WOWMOM 2013: 1-6 - [c7]Lorenzo Valerio, Marco Conti, Elena Pagani, Andrea Passarella:
Autonomic cognitive-based data dissemination in Opportunistic Networks. WOWMOM 2013: 1-9 - 2011
- [c6]Bruno Apolloni, Simone Bassis, Lorenzo Valerio:
Kinetic Morphogenesis of a Multilayer Perceptron. IJCCI (NCTA) 2011: 99-105 - [c5]Bruno Apolloni, Simone Bassis, Lorenzo Valerio:
Training a network of mobile neurons. IJCNN 2011: 1683-1691 - [c4]Bruno Apolloni, Simone Bassis, Lorenzo Valerio:
A unified learning space for a network of mobile neurons. WIRN 2011: 292-302 - 2010
- [c3]Paolo Meroni, Elena Pagani, Gian Paolo Rossi, Lorenzo Valerio:
An opportunistic platform for Android-based mobile devices. MobiOpp 2010: 191-193 - 2009
- [c2]Bruno Apolloni, Simone Bassis, Lorenzo Valerio:
Toward a space-time mobility model for social communities. WIRN 2009: 19-28 - 2008
- [c1]Dario Malchiodi, Simone Bassis, Lorenzo Valerio:
Discovering regression data quality through clustering methods. WIRN 2008: 76-85
Data and Artifacts
- 2021
- [d1]Lorenzo Valerio, Chiara Boldrini, Andrea Passarella:
SAI Simulator for Social AI Gossiping. Zenodo, 2021
Informal and Other Publications
- 2024
- [i18]Luigi Palmieri, Chiara Boldrini, Lorenzo Valerio, Andrea Passarella, Marco Conti:
Impact of network topology on the performance of Decentralized Federated Learning. CoRR abs/2402.18606 (2024) - [i17]Arash Badie Modiri, Chiara Boldrini, Lorenzo Valerio, János Kertész, Márton Karsai:
Initialisation and Topology Effects in Decentralised Federated Learning. CoRR abs/2403.15855 (2024) - [i16]Luigi Palmieri, Chiara Boldrini, Lorenzo Valerio, Andrea Passarella, Marco Conti, János Kertész:
Robustness of Decentralised Learning to Nodes and Data Disruption. CoRR abs/2405.02377 (2024) - [i15]Alessio Mora, Lorenzo Valerio, Paolo Bellavista, Andrea Passarella:
FedQUIT: On-Device Federated Unlearning via a Quasi-Competent Virtual Teacher. CoRR abs/2408.07587 (2024) - [i14]Mirko Nardi, Lorenzo Valerio, Andrea Passarella:
Federated Clustering: An Unsupervised Cluster-Wise Training for Decentralized Data Distributions. CoRR abs/2408.10664 (2024) - 2023
- [i13]Luigi Palmieri, Lorenzo Valerio, Chiara Boldrini, Andrea Passarella:
The effect of network topologies on fully decentralized learning: a preliminary investigation. CoRR abs/2307.15947 (2023) - [i12]Luigi Palmieri, Chiara Boldrini, Lorenzo Valerio, Andrea Passarella, Marco Conti:
Exploring the Impact of Disrupted Peer-to-Peer Communications on Fully Decentralized Learning in Disaster Scenarios. CoRR abs/2310.02986 (2023) - [i11]Lorenzo Valerio, Chiara Boldrini, Andrea Passarella, János Kertész, Márton Karsai, Gerardo Iñiguez:
Coordination-free Decentralised Federated Learning on Complex Networks: Overcoming Heterogeneity. CoRR abs/2312.04504 (2023) - 2022
- [i10]Saira Bano, Achilles Machumilane, Lorenzo Valerio, Pietro Cassarà, Alberto Gotta:
Federated Semi-Supervised Classification of Multimedia Flows for 3D Networks. CoRR abs/2205.00550 (2022) - [i9]Matteo Mordacchini, Lorenzo Valerio, Marco Conti, Andrea Passarella:
Design and evaluation of a cognitive approach for disseminating semantic knowledge and content in opportunistic networks. CoRR abs/2206.01239 (2022) - [i8]Mirko Nardi, Lorenzo Valerio, Andrea Passarella:
Anomaly Detection through Unsupervised Federated Learning. CoRR abs/2209.04184 (2022) - 2021
- [i7]Pietro Cassarà, Alberto Gotta, Lorenzo Valerio:
Federated Feature Selection for Cyber-Physical Systems of Systems. CoRR abs/2109.11323 (2021) - [i6]Lorenzo Valerio, Marco Conti, Andrea Passarella:
Energy efficient distributed analytics at the edge of the network for IoT environments. CoRR abs/2109.11386 (2021) - [i5]Lorenzo Valerio, Andrea Passarella, Marco Conti:
A communication efficient distributed learning framework for smart environments. CoRR abs/2109.13049 (2021) - [i4]Lorenzo Valerio, Raffaele Bruno, Andrea Passarella:
Cellular traffic offloading via Opportunistic Networking with Reinforcement Learning. CoRR abs/2110.00397 (2021) - 2020
- [i3]Lorenzo Valerio, Franco Maria Nardini, Andrea Passarella, Raffaele Perego:
Dynamic Hard Pruning of Neural Networks at the Edge of the Internet. CoRR abs/2011.08545 (2020) - [i2]Lorenzo Valerio, Andrea Passarella, Marco Conti:
Optimising cost vs accuracy of decentralised analytics in fog computing environments. CoRR abs/2012.05266 (2020) - 2013
- [i1]Emanuele Massaro, Lorenzo Valerio, Andrea Guazzini, Andrea Passarella, Franco Bagnoli:
A local algorithm for detecting community structures in dynamic networks. CoRR abs/1307.3003 (2013)
Coauthor Index
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