Search Results - "Watanabe, Keishiro"
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1
Workflow extraction for service operation using multiple unstructured trouble tickets
Published in IEEE/IFIP Network Operations and Management Symposium (01-04-2016)“…In current large scale networks, troubleshooting has become more complicated task due to the diversification in the causes of network failures. The increase in…”
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Conference Proceeding Journal Article -
2
A Framework for Automatic Failure Recovery in ICT Systems by Deep Reinforcement Learning
Published in 2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS) (01-11-2020)“…Because automatic recovery from failures is of great importance for future operations of ICT systems, we propose a framework for learning a recovery policy…”
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Conference Proceeding -
3
Dividing Deep Learning Model for Continuous Anomaly Detection of Inconsistent ICT Systems
Published in NOMS 2020 - 2020 IEEE/IFIP Network Operations and Management Symposium (01-04-2020)“…Health monitoring is important for maintaining reliable information and communications technology (ICT) systems. Anomaly detection methods based on machine…”
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Conference Proceeding -
4
Recovery command generation towards automatic recovery in ICT systems by Seq2Seq learning
Published in NOMS 2020 - 2020 IEEE/IFIP Network Operations and Management Symposium (01-04-2020)“…With the increase in scale and complexity of ICT systems, their operation increasingly requires automatic recovery from failures. Although it has become…”
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Conference Proceeding -
5
Root-Cause Diagnosis for Rare Failures Using Bayesian Network with Dynamic Modification
Published in 2018 IEEE International Conference on Communications (ICC) (01-05-2018)“…We propose a root-cause diagnosis method for finding equipment suffering from rare failures in a communication network. Although many studies have been…”
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Conference Proceeding -
6
CMRCV: Causal Modeling to Localize Failed Equipment by Representative Nodes and Contribution Values
Published in 2023 International Conference on Computing, Networking and Communications (ICNC) (20-02-2023)“…Researchers have proposed causal model-based methods to localize failed equipment in an information and communication technology (ICT) system using various…”
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Conference Proceeding -
7
A Method of Delivering Fuel to Telecommunication Exchange Buildings in Disaster Response
Published in 2021 International Conference on Artificial Intelligence in Information and Communication (ICAIIC) (13-04-2021)“…In this paper, we propose a data-driven and end-to- end deep reinforcement learning-based method for delivering fuel to telecommunication exchange buildings…”
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Conference Proceeding -
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Fault Detection of ICT systems with Deep Learning Model for Missing Data
Published in 2021 IFIP/IEEE International Symposium on Integrated Network Management (IM) (17-05-2021)“…Fault detection is one of the most important tasks in information and communications technology (ICT) systems. Unsupervised anomaly detection methods, which…”
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Conference Proceeding -
9
Proposal of new QoE assessment approach for quality management of IPTV services
Published in 2008 15th IEEE International Conference on Image Processing (01-10-2008)“…IPTV services are attracting attention as an influential application of the next-generation network (NGN). Managing in-service communication quality based on…”
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Conference Proceeding -
10
Dividing Deep Learning Model for Continuous Anomaly Detection of Inconsistent ICT Systems
Published 24-03-2020“…Health monitoring is important for maintaining reliable information and communications technology (ICT) systems. Anomaly detection methods based on machine…”
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Journal Article -
11
Anomaly Detection and Interpretation using Multimodal Autoencoder and Sparse Optimization
Published 17-12-2018“…Automated anomaly detection is essential for managing information and communications technology (ICT) systems to maintain reliable services with minimum burden…”
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Journal Article -
12
Estimation of Dimensions Contributing to Detected Anomalies with Variational Autoencoders
Published 12-11-2018“…AAAI-19 Workshop on Network Interpretability for Deep Learning, 2019 Anomaly detection using dimensionality reduction has been an essential technique for…”
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Journal Article -
13
Recovery command generation towards automatic recovery in ICT systems by Seq2Seq learning
Published 24-03-2020“…With the increase in scale and complexity of ICT systems, their operation increasingly requires automatic recovery from failures. Although it has become…”
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Journal Article -
14
No reference video-quality-assessment model for video streaming services
Published in 2010 18th International Packet Video Workshop (01-12-2010)“…We propose a no reference video-quality-assessment model for estimating the quality of experience (QoE) of video streaming services using quality features…”
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Conference Proceeding -
15
HDTV objective video quality assessment method applying fuzzy measure
Published in 2009 International Workshop on Quality of Multimedia Experience (01-07-2009)“…High definition television (HDTV) video delivery services over IP networks have recently started. To make the delivered high-quality HDTV video comfortable to…”
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Conference Proceeding