7 citations · 14 across the 3 of their papers we have counts for
4 papers · 1 filter
RiskLoc: Localization of Multi-dimensional Root Causes by Weighted Risk
Marcus Kalander
Failures and anomalies in large-scale software systems are unavoidable incidents. When an issue is detected, operators need to quickly and correctly identify its location to facili…
An Ensemble Noise-Robust K-fold Cross-Validation Selection Method for Noisy Labels
Yong Wen, Marcus Kalander, Chanfei Su +1
We consider the problem of training robust and accurate deep neural networks (DNNs) when subject to various proportions of noisy labels. Large-scale datasets tend to contain mislab…
An Influence-based Approach for Root Cause Alarm Discovery in Telecom Networks
Keli Zhang, Marcus Kalander, Min Zhou +2
Alarm root cause analysis is a significant component in the day-to-day telecommunication network maintenance, and it is critical for efficient and accurate fault localization and f…
Spatio-Temporal Hybrid Graph Convolutional Network for Traffic Forecasting in Telecommunication Networks
Marcus Kalander, Min Zhou, Chengzhi Zhang +2
Telecommunication networks play a critical role in modern society. With the arrival of 5G networks, these systems are becoming even more diversified, integrated, and intelligent. T…