activity
20172021
most citedStream Graphs and Link Streams for the Modeling of Interactions over Time

186 citations · 186 across the 5 of their papers we have counts for

collaborators

7 papers

cs.AI2021

Exploring and mining attributed sequences of interactions

Tiphaine Viard, Henry Soldano, Guillaume Santini

We are faced with data comprised of entities interacting over time: this can be individuals meeting, customers buying products, machines exchanging packets on the IP network, among…

cs.LG2020

Classifying Wikipedia in a fine-grained hierarchy: what graphs can contribute

Tiphaine Viard, Thomas McLachlan, Hamidreza Ghader +1

Wikipedia is a huge opportunity for machine learning, being the largest semi-structured base of knowledge available. Because of this, many works examine its contents, and focus on…

cs.SI2019

Introducing multilayer stream graphs and layer centralities

Pimprenelle Parmentier, Tiphaine Viard, Benjamin Renoust +1

Graphs are commonly used in mathematics to represent some relationships between items. However, as simple objects, they sometimes fail to capture all relevant aspects of real-world…

cs.SI2019

Degree-based Outlier Detection within IP Traffic Modelled as a Link Stream

Audrey Wilmet, Tiphaine Viard, Matthieu Latapy +1

This paper aims at precisely detecting and identifying anomalous events in IP traffic. To this end, we adopt the link stream formalism which properly captures temporal and structur…

cs.SI2018

Movie rating prediction using content-based and link stream features

Tiphaine Viard, Raphaël Fournier-S'niehotta

While graph-based collaborative filtering recommender systems have been introduced several years ago, there are still several shortcomings to deal with, the temporal information be…

cs.SI2017186 cited

Stream Graphs and Link Streams for the Modeling of Interactions over Time

Matthieu Latapy, Tiphaine Viard, Clémence Magnien

Graph theory provides a language for studying the structure of relations, and it is often used to study interactions over time too. However, it poorly captures the both temporal an…