TY - GEN
T1 - Exploring and Mining Attributed Sequences of Interactions
AU - Viard, Tiphaine
AU - Soldano, Henry
AU - Santini, Guillaume
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.
PY - 2023/1/1
Y1 - 2023/1/1
N2 - We consider entities interacting over time: individuals meeting, customers buying products, etc., each entity being labeled with some information that may depend on time, and possibly extracted from the interaction nature. Capturing the dynamics as well as the structure of these interactions is of crucial importance for analysis. We are interested here in mining sequences of such interactions. For that purpose, we define core closed patterns in this context and introduce algorithms to enumerate them on a labeled stream graph. We run experiments on two real-world datasets, one representing interactions among students and the other representing citations between authors.
AB - We consider entities interacting over time: individuals meeting, customers buying products, etc., each entity being labeled with some information that may depend on time, and possibly extracted from the interaction nature. Capturing the dynamics as well as the structure of these interactions is of crucial importance for analysis. We are interested here in mining sequences of such interactions. For that purpose, we define core closed patterns in this context and introduce algorithms to enumerate them on a labeled stream graph. We run experiments on two real-world datasets, one representing interactions among students and the other representing citations between authors.
U2 - 10.1007/978-3-031-21131-7_42
DO - 10.1007/978-3-031-21131-7_42
M3 - Conference contribution
AN - SCOPUS:85149898782
SN - 9783031211300
T3 - Studies in Computational Intelligence
SP - 537
EP - 549
BT - Complex Networks and Their Applications XI - Proceedings of The 11th International Conference on Complex Networks and Their Applications
A2 - Cherifi, Hocine
A2 - Mantegna, Rosario Nunzio
A2 - Rocha, Luis M.
A2 - Cherifi, Chantal
A2 - Micciche, Salvatore
PB - Springer Science and Business Media Deutschland GmbH
T2 - 11th International Conference on Complex Networks and their Applications, COMPLEX NETWORKS 2022
Y2 - 8 November 2022 through 10 November 2022
ER -