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Publications:  Dr Luca Rossi

Minello G, Rossi L, Torsello A(2019). On the von Neumann entropy of graphs. Journal of Complex Networks vol. 7, (4) 491-514.
10.1093/comnet/cny028
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.
10.1109/TCYB.2019.2913038
https://qmro.qmul.ac.uk/xmlui/handle/123456789/62964
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,
10.3389/fdata.2019.00007
https://qmro.qmul.ac.uk/xmlui/handle/123456789/62963
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)
10.3390/e21030328
https://qmro.qmul.ac.uk/xmlui/handle/123456789/62965
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.
10.1109/ICPR.2018.8546034
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)
10.3390/e20100759
https://qmro.qmul.ac.uk/xmlui/handle/123456789/62966
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.
10.1007/978-3-319-97785-0_48
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.
10.1007/978-3-319-97785-0_23
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
10.1016/j.patrec.2018.06.016
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.
10.1145/3184558.3191557
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.
10.1007/978-3-319-58961-9_6
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.
10.1007/978-3-319-58961-9_25
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.
10.1007/978-3-319-58961-9_14
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.
10.1016/j.patrec.2016.08.019
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)
https://qmro.qmul.ac.uk/xmlui/handle/123456789/11631
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.
10.1109/ICPR.2016.7899823
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.
10.1109/ICPR.2016.7899666
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.
10.1007/978-3-319-49055-7_13
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.
10.1007/978-3-319-49055-7_42
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.
10.1140/epjds/s13688-015-0049-x
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.
10.1016/j.patcog.2015.03.018
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)
10.1103/PhysRevE.91.022815
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.
10.1016/j.patcog.2014.03.028
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.
10.1007/978-3-319-18224-7_25
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.
10.1007/978-3-319-23231-7_3
Bai L, Rossi L, Zhang Z, Hancock ER (2015). An aligned subtree kernel for weighted graphs. 32nd International Conference on Machine Learning, ICML 2015. vol. 1, 30-39.
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.
10.1145/2660460.2660485
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.
10.1007/978-3-662-44848-9_7
Rossi L, Torsello A(2014). Coarse-to-fine skeleton extraction for high resolution 3D meshes. Computer Vision and Image Understanding vol. 118, 140-152.
10.1016/j.cviu.2013.10.006
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.
10.1007/978-3-662-44415-3_11
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.
10.1145/2659651.2659741
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.
10.1007/978-3-662-44415-3_3
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.
10.1007/978-3-642-40261-6_7
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)
10.1103/PhysRevE.88.032806
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.
10.1007/978-3-642-38221-5_11
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.
10.1007/978-3-642-38221-5_13
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.
10.1007/978-3-642-39140-8_14
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.
10.1109/3DIMPVT.2012.30
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.
10.1007/978-3-642-34166-3_16
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.
10.1007/978-3-642-34166-3_4
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.
10.1007/978-3-642-24471-1_9
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