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
.
Liu Y, Rossi L, Torsello A
(
2022
)
.
A Novel Graph Kernel Based on the Wasserstein Distance and Spectral Signatures
.
Structural, Syntactic, and Statistical Pattern Recognition
,
vol.
13813
,
Bicciato A, Cosmo L, Minello G, Rossi L, Torsello A
(
2022
)
.
Classifying Me Softly: A Novel Graph Neural Network Based on Features Soft-Alignment
.
Structural, Syntactic, and Statistical Pattern Recognition
,
vol.
13813
,
Bai L, Jiao Y, Cui L, Rossi L, Wang Y, Yu PS, Hancock ER
(
2022
)
.
Learning Graph Convolutional Networks based on Quantum Vertex Information Propagation (Extended Abstract)
.
Proceedings - International Conference on Data Engineering
.
vol.
2022-May
,
3132
-
3133
.
Cosmo L, Minello G, Bronstein M, Rodolà E, Rossi L, Torsello A
(
2021
)
.
Graph Kernel Neural Networks
.
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, Musolesi M, Torsello A
(
2015
)
.
On the k-Anonymization of Time-varying and Multi-layer Social Graphs
.
Rossi L, Williams MJ, Stich C, Musolesi M
(
2015
)
.
Privacy and the City: User Identification and Location Semantics in Location-Based Social Networks
.
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
.
Lima A, Rossi L, Musolesi M
(
2014
)
.
Coding Together at Scale: GitHub as a Collaborative Social Network
.
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
.