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.

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.

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.

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.

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.

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.

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.