56 citations · 120 across the 8 of their papers we have counts for
9 papers
ML KPI Prediction in 5G and B5G Networks
Nguyen Phuc Tran, Oscar Delgado, Brigitte Jaumard +1
Network operators are facing new challenges when meeting the needs of their customers. The challenges arise due to the rise of new services, such as HD video streaming, IoT, autono…
Classification of Anomalies in Telecommunication Network KPI Time Series
Korantin Bordeau-Aubert, Justin Whatley, Sylvain Nadeau +2
The increasing complexity and scale of telecommunication networks have led to a growing interest in automated anomaly detection systems. However, the classification of anomalies de…
A Two Sub-problem Decomposition for the Optimal Design of Filterless Optical Networks
Brigitte Jaumard, Yan Wang
Filterless optical transport networks relies on passive optical interconnections between nodes, i.e., on splitters/couplers and amplifiers. While different studies have investigate…
Can we Estimate Truck Accident Risk from Telemetric Data using Machine Learning?
Antoine Hébert, Ian Marineau, Gilles Gervais +2
Road accidents have a high societal cost that could be reduced through improved risk predictions using machine learning. This study investigates whether telemetric data collected o…
High-Resolution Road Vehicle Collision Prediction for the City of Montreal
Antoine Hébert, Timothée Guédon, Tristan Glatard +1
Road accidents are an important issue of our modern societies, responsible for millions of deaths and injuries every year in the world. In Quebec only, in 2018, road accidents are…
Data models for service failure prediction in supply-chain networks
Monika Sharma, Tristan Glatard, Eric Gelinas +2
We aim to predict and explain service failures in supply-chain networks, more precisely among last-mile pickup and delivery services to customers. We analyze a dataset of 500,000 s…
Virtual-Mobile-Core Placement for Metro Network
Abhishek Gupta, Massimo Tornatore, Brigitte Jaumard +1
Traditional highly-centralized mobile core networks (e.g., Evolved Packet Core (EPC)) need to be constantly upgraded both in their network functions and backhaul links, to meet inc…
A Scalable Approach for Service Chain (SC) Mapping with Multiple SC Instances in a Wide-Area Network
Abhishek Gupta, Brigitte Jaumard, Massimo Tornatore +1
Network Function Virtualization (NFV) aims to simplify deployment of network services by running Virtual Network Functions (VNFs) on commercial off-the-shelf servers. Service deplo…
Multiple Service Chain Placement and Routing in a Network-enabled Cloud
Abhishek Gupta, Brigitte Jaumard, Massimo Tornatore +1
Network Function Virtualization (NFV) aims to abstract the functionality of traditional proprietary hardware into software as Virtual Network Functions (VNFs), which can run on com…