Search Results

Segment Routing: a Comprehensive Survey of Research Activities, Standardization Efforts and Implementation Results

1 code implementation6 Apr 2019

In this paper we present a tutorial and a comprehensive survey on the SR technology, analyzing research activities, standardization efforts and implementation results.

Networking and Internet Architecture

QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective Time Series Forecasting

1 code implementation9 Jun 2023

In the telecom domain, precise forecasting of time series patterns, such as cell key performance indicators (KPIs), plays a pivotal role in enhancing service quality and operational efficiency.

Anomaly Detection Time Series +2

Indoor and Outdoor Physical Channel Modeling and Efficient Positioning for Reconfigurable Intelligent Surfaces in mmWave Bands

1 code implementation31 May 2020

Reconfigurable intelligent surface (RIS)-assisted communication appears as one of the potential enablers for sixth generation (6G) wireless networks by providing a new degree of freedom in the system design to telecom operators.

Optomechanical quantum teleportation

1 code implementation5 Apr 2021

Despite these successes, quantum teleportation of an optical input state onto a long-lived optomechanical memory is an outstanding challenge.

Quantum Physics Mesoscale and Nanoscale Physics Optics

Predicting cell phone adoption metrics using satellite imagery

1 code implementation12 Jun 2020

Approximately half of the global population does not have access to the internet, even though digital connectivity can reduce poverty by revolutionizing economic development opportunities.

Computers and Society General Economics Economics

Multivariate and Propagation Graph Attention Network for Spatial-Temporal Prediction with Outdoor Cellular Traffic

1 code implementation18 Aug 2021

Furthermore, we propose a new model for multivariate spatial-temporal prediction, mainly consisting of two extending graph attention networks (GAT).

Graph Attention

GAT-COBO: Cost-Sensitive Graph Neural Network for Telecom Fraud Detection

1 code implementation29 Mar 2023

Extensive experiments on two real-world telecom fraud detection datasets demonstrate that our proposed method is effective for the graph imbalance problem, outperforming the state-of-the-art GNNs and GNN-based fraud detectors.

Anomaly Detection Fraud Detection +2

An Influence-based Approach for Root Cause Alarm Discovery in Telecom Networks

1 code implementation7 May 2021

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 failure recovery.

Causal Inference Fault localization +2

Blockchain-enabled Network Sharing for O-RAN in 5G and Beyond

1 code implementation5 Jul 2021

The innovation provided by network virtualization in 5G, together with standardization and openness boosted by the Open Radio Access Network (O-RAN) Alliance, has paved the way to a collaborative future in cellular systems, driven by flexible network sharing.

Networking and Internet Architecture Cryptography and Security

Fault Detection in Telecom Networks using Bi-level Federated Graph Neural Networks

no code implementations24 Nov 2023

In this paper, we propose a Bi-level Federated Graph Neural Network anomaly detection and diagnosis model that is able to detect anomalies in Telecom networks in a privacy-preserving manner, while minimizing communication costs.

Anomaly Detection Fault Detection +2