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Research

Publications: Dr Luca Rossi

Cosmo L, Minello G, Bronstein M, Rodolà E, Rossi L, Torsello A ( 2022 ) . 3D Shape Analysis Through a Quantum Lens: the Average Mixing Kernel Signature . International Journal of Computer Vision vol. 130 , ( 6 ) 1474 - 1493 .
Bai L, Jiao Y, Cui L, Rossi L, Wang Y, Yu P, Hancock E ( 2021 ) . Learning Graph Convolutional Networks based on Quantum Vertex Information Propagation . IEEE Transactions on Knowledge and Data Engineering
Rossi L, Torsello A ( 2021 ) . Estimating the Manifold Dimension of a Complex Network Using Weyl’s Law . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 12644 LNCS , 164 - 173 .
Rossi L, Torsello A ( 2021 ) . Preface .
Minello G, Rossi L, Torsello A ( 2020 ) . k-Anonymity on Graphs using the Szemerédi Regularity Lemma . IEEE Transactions on Network Science and Engineering vol. PP , ( 99 ) 1 - 1 .
Bai L, Cui L, Jiao Y, Rossi L, Hancock ER ( 2020 ) . Learning Backtrackless Aligned-Spatial Graph Convolutional Networks for Graph Classification . IEEE Transactions on Pattern Analysis and Machine Intelligence
Cosmo L, Minello G, Bronstein M, Rossi L, Torsello A ( 2020 ) . The Average Mixing Kernel Signature . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 12365 LNCS , 1 - 17 .
Minello G, Rossi L, Torsello A ( 2019 ) . On the von Neumann entropy of graphs . Journal of Complex Networks vol. 7 , ( 4 ) 491 - 514 .
Bai L, Rossi L, Cui L, Cheng J, Hancock ER ( 2019 ) . A Quantum-Inspired Similarity Measure for the Analysis of Complete Weighted Graphs . IEEE Transactions on Cybernetics vol. 50 , ( 3 ) 1264 - 1277 .
Foffano D, Rossi L, Torsello A ( 2019 ) . You Can't See Me: Anonymizing Graphs Using the Szemerédi Regularity Lemma . Frontiers in Big Data vol. 2 ,
Minello G, Rossi L, Torsello A ( 2019 ) . Can a quantumwalk tell which is which? A study of quantum walk-based graph similarity . Entropy: international and interdisciplinary journal of entropy and information studies vol. 21 , ( 3 )
Cui L, Bai L, Rossi L, Wang Y, Jiao Y, Hancock ER ( 2018 ) . A Deep Hybrid Graph Kernel Through Deep Learning Networks . Proceedings - International Conference on Pattern Recognition . Conference: International Conference on Pattern Recognition (ICPR) vol. 2018-August , 1030 - 1035 .
Ye C, Wilson RC, Rossi L, Torsello A, Hancock ER ( 2018 ) . Thermodynamic analysis of time evolving networks . Entropy: international and interdisciplinary journal of entropy and information studies vol. 20 , ( 10 )
Cui L, Bai L, Rossi L, Zhang Z, Xu L, Hancock ER ( 2018 ) . A mixed entropy local-global reproducing kernel for attributed graphs . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . Conference: Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR) vol. 11004 LNCS , 501 - 511 .
Cui L, Bai L, Rossi L, Zhang Z, Jiao Y, Hancock ER ( 2018 ) . A preliminary survey of analyzing dynamic time-varying financial networks using graph kernels . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . Conference: Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR) vol. 11004 LNCS , 237 - 247 .
Bai L, Cui L, Rossi L, Xu L, Bai X, Hancock E ( 2018 ) . Local-global nested graph kernels using nested complexity traces . Pattern Recognition Letters
Rossi L, Boscaro E, Torsello A ( 2018 ) . Venice through the Lens of Instagram: A Visual Narrative of Tourism in Venice . The Web Conference 2018 - Companion of the World Wide Web Conference, WWW 2018 . 1190 - 1197 .
Bai L, Rossi L, Cui L, Hancock ER ( 2017 ) . A nested alignment graph kernel through the dynamic time warping framework . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . Conference: International Workshop on Graph-Based Representations in Pattern Recognition vol. 10310 LNCS , 59 - 69 .
Cui L, Jiao Y, Bai L, Rossi L, Hancock ER ( 2017 ) . Adaptive feature selection based on the most informative graph-based features . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . Conference: International Workshop on Graph-Based Representations in Pattern Recognition vol. 10310 LNCS , 276 - 287 .
Rossi L, Torsello A ( 2017 ) . Measuring vertex centrality using the Holevo quantity . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . Conference: International Workshop on Graph-Based Representations in Pattern Recognition vol. 10310 LNCS , 154 - 164 .
Bai L, Rossi L, Cui L, Zhang Z, Ren P, Bai X, Hancock E ( 2017 ) . Quantum kernels for unattributed graphs using discrete-time quantum walks . Pattern Recognition Letters vol. 87 , 96 - 103 .
Chorley M, Rossi L, TYSON G, Williams M ( 2016 ) . Pub Crawling at Scale: Tapping Untappd to Explore Social Drinking . Conference: International AAAI Conference on Web and Social Media (ICWSM) ( Cologne, Germany )
Bai L, Rossi L, Cui L, Hancock ER ( 2016 ) . A novel entropy-based graph signature from the average mixing matrix . Proceedings - International Conference on Pattern Recognition . vol. 0 , 1339 - 1344 .
Bai L, Rossi L, Cui L, Hancock ER ( 2016 ) . A transitive aligned Weisfeiler-Lehman subtree kernel . Proceedings - International Conference on Pattern Recognition . vol. 0 , 396 - 401 .
Lockhart J, Minello G, Rossi L, Severini S, Torsello A ( 2016 ) . Edge centrality via the Holevo quantity . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 10029 LNCS , 143 - 152 .
Rossi L, Severini S, Torsello A ( 2016 ) . The average mixing matrix signature . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 10029 LNCS , 474 - 484 .
Rossi L, Walker J, Musolesi M ( 2015 ) . Spatio-temporal techniques for user identification by means of GPS mobility data . EPJ Data Science vol. 4 , ( 1 ) 1 - 16 .
Rossi L, Torsello A, Hancock ER ( 2015 ) . Unfolding Kernel embeddings of graphs: Enhancing class separation through manifold learning . Pattern Recognition vol. 48 , ( 11 ) 3357 - 3370 .
Bai L, Rossi L, Zhang Z, Hancock ER ( 2015 ) . An aligned subtree kernel for weighted graphs . Proceeding of Machine Learning Research . Conference: 32nd International Conference on Machine Learning, ICML 2015 ( Lille, France ) from: 07/07/2015 to: 09/07/2015 , vol. 37 , 30 - 39 .
Rossi L, Torsello A, Hancock ER ( 2015 ) . Measuring graph similarity through continuous-time quantum walks and the quantum Jensen-Shannon divergence . Physical Review E - Statistical, Nonlinear, and Soft Matter Physics vol. 91 , ( 2 )
Bai L, Rossi L, Torsello A, Hancock ER ( 2015 ) . A quantum Jensen-Shannon graph kernel for unattributed graphs . Pattern Recognition vol. 48 , ( 2 ) 344 - 355 .
Bai L, Rossi L, Ren P, Zhang Z, Hancock ER ( 2015 ) . A quantum Jensen-Shannon graph kernel using discrete-time quantum walks . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 9069 , 252 - 261 .
Bai L, Zhang Z, Ren P, Rossi L, Hancock ER ( 2015 ) . An Edge-Based matching kernel through Discrete-Time quantum walks . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 9279 , 27 - 38 .
Rossi L, Musolesi M, Torsello A ( 2015 ) . On the k-anonymization of time-varying and multi-layer social graphs . Proceedings of the 9th International Conference on Web and Social Media, ICWSM 2015 . 377 - 386 .
Rossi L, Williams MJ, Stich C, Musolesi M ( 2015 ) . Privacy and the city: User identification and location semantics in location-based social networks . Proceedings of the 9th International Conference on Web and Social Media, ICWSM 2015 . 387 - 396 .
Rossi L, Musolesi M ( 2014 ) . It's the way you check-in: Identifying users in location-based social networks . COSN 2014 - Proceedings of the 2014 ACM Conference on Online Social Networks . 215 - 225 .
Adnan M, Lima A, Rossi L, Veluru S, Longley P, Musolesi M, Rajarajan M ( 2014 ) . The Uncertainty of Identity Toolset: Analysing digital traces for user profiling . ACM International Conference Proceeding Series . vol. 2014-September , 254 - 260 .
Bai L, Rossi L, Bunke H, Hancock ER ( 2014 ) . Attributed graph kernels using the Jensen-Tsallis q-differences . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 8724 LNAI , 99 - 114 .
Rossi L, Torsello A ( 2014 ) . Coarse-to-fine skeleton extraction for high resolution 3D meshes . Computer Vision and Image Understanding vol. 118 , 140 - 152 .
Lima A, Rossi L, Musolesi M ( 2014 ) . Coding together at scale: GitHub as a collaborative social network . Proceedings of the 8th International Conference on Weblogs and Social Media, ICWSM 2014 . 295 - 304 .
Rossi L, Torsello A, Hancock ER ( 2014 ) . Node centrality for continuous-time quantum walks . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 8621 LNCS , 103 - 112 .
Torsello A, Gasparetto A, Rossi L, Bai L, Hancock ER ( 2014 ) . Transitive state alignment for the quantum jensen-shannon kernel . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 8621 LNCS , 22 - 31 .
Rossi L, Torsello A, Hancock ER ( 2013 ) . Manifold learning and the quantum Jensen-Shannon divergence kernel . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 8047 LNCS , 62 - 69 .
Rossi L, Torsello A, Hancock ER, Wilson RC ( 2013 ) . Characterizing graph symmetries through quantum Jensen-Shannon divergence . Physical Review E - Statistical, Nonlinear, and Soft Matter Physics vol. 88 , ( 3 )
Rossi L, Torsello A, Hancock ER ( 2013 ) . A continuous-time quantum walk kernel for unattributed graphs . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 7877 LNCS , 101 - 110 .
Bai L, Hancock ER, Torsello A, Rossi L ( 2013 ) . A quantum Jensen-Shannon graph kernel using the continuous-time quantum walk . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 7877 LNCS , 121 - 131 .
Rossi L, Torsello A, Hancock ER ( 2013 ) . Attributed graph similarity from the quantum Jensen-Shannon divergence . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 7953 LNCS , 204 - 218 .
Albarelli A, Bergamasco F, Rossi L, Vascon S, Torsello A ( 2012 ) . A stable graph-based representation for object recognition through high-order matching . Proceedings - International Conference on Pattern Recognition . 3341 - 3344 .
Rossi L, Torsello A ( 2012 ) . An adaptive hierarchical approach to the extraction of high resolution medial surfaces . Proceedings - 2nd Joint 3DIM/3DPVT Conference: 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2012 . 371 - 378 .
Rossi L, Torsello A, Hancock ER ( 2012 ) . Approximate axial symmetries from continuous time quantum walks . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 7626 LNCS , 144 - 152 .
Han L, Rossi L, Torsello A, Wilson RC, Hancock ER ( 2012 ) . Information theoretic prototype selection for unattributed graphs . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 7626 LNCS , 33 - 41 .
Torsello A, Rossi L ( 2011 ) . Supervised learning of graph structure . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) . vol. 7005 LNCS , 117 - 132 .