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Predicting Node Failure in High Performance Computing Systems from Failure and Usage Logs

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/11549468_50openalex-snapshot
Modeling Machine Availability in Enterprise and Wide-Area Distributed Computing Environments
inferredcites →https://doi.org/10.1007/3-540-59286-5_57openalex-snapshot
The power of decision tables
inferredcites →https://doi.org/10.1007/978-3-642-12659-8_23openalex-snapshot
Failure Data-Driven Selective Node-Level Duplication to Improve MTTF in High Performance Computing Systems
inferredcites →https://doi.org/10.1007/bf00994110openalex-snapshot
A Bayesian Method for the Induction of Probabilistic Networks from Data
inferredcites →https://doi.org/10.1016/c2009-0-19715-5openalex-snapshot
Data Mining: Practical Machine Learning Tools and Techniques
inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot
Random Forests
inferredcites →https://doi.org/10.1109/dsn.2004.1311948openalex-snapshot
Failure data analysis of a large-scale heterogeneous server environment
inferredcites →https://doi.org/10.1109/dsn.2006.5openalex-snapshot
A large-scale study of failures in high-performance computing systems
inferredcites →https://doi.org/10.1109/dsn.2007.103openalex-snapshot
What Supercomputers Say: A Study of Five System Logs
inferredcites →https://doi.org/10.1109/ftcs.1990.89372openalex-snapshot
Failure analysis and modeling of a VAXcluster system
inferredcites →https://doi.org/10.1109/ftcs.1998.689454openalex-snapshot
Experimental assessment of workstation failures and their impact on checkpointing systems
inferredcites →https://doi.org/10.1109/ipdps.2004.1302991openalex-snapshot
Fault-aware job scheduling for bBueGene/L systems
inferredcites →https://doi.org/10.1109/prdc.1999.816227openalex-snapshot
Networked Windows NT system field failure data analysis
inferredcites →https://doi.org/10.1109/reldis.1995.518718openalex-snapshot
A longitudinal survey of Internet host reliability
inferredcites →https://doi.org/10.1109/tc.2008.90openalex-snapshot
Adaptive Fault Management of Parallel Applications for High-Performance Computing
inferredcites →https://doi.org/10.1145/511334.511362openalex-snapshot
Improving cluster availability using workstation validation
inferredcites →https://doi.org/10.1145/6420.6422openalex-snapshot
Measurement and modeling of computer reliability as affected by system activity
inferredcites →https://doi.org/10.2307/2290035openalex-snapshot
Applied Logistic Regression.
inferredcites →https://doi.org/10.2307/2347628openalex-snapshot
Ridge Estimators in Logistic Regression
inferredcites →https://doi.org/10.48550/arxiv.1302.4964openalex-snapshot
Estimating Continuous Distributions in Bayesian Classifiers

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Analyzing Technical Debt by Mapping Production Logs with Source Code
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Optimizing the Overheads for Uncoordinated Proactive Checkpointing
inferred← citeshttps://doi.org/10.1007/978-3-319-96983-1_12openalex-snapshot
Early Termination of Failed HPC Jobs Through Machine and Deep Learning
inferred← citeshttps://doi.org/10.1007/s11227-015-1458-0openalex-snapshot
Optimizing the fault-tolerance overheads of HPC systems using prediction and multiple proactive actions
inferred← citeshttps://doi.org/10.1007/s11227-021-03811-7openalex-snapshot
Smart predictive maintenance for high-performance computing systems: a literature review
inferred← citeshttps://doi.org/10.1007/s11227-022-04833-5openalex-snapshot
Predictive maintenance applied to mission critical supercomputing environments: remaining useful life estimation of a hydraulic cooling system using deep learning
inferred← citeshttps://doi.org/10.1007/s11227-024-06095-9openalex-snapshot
Distributed cache strategy based on LT codes under spark platform
inferred← citeshttps://doi.org/10.1016/j.jpdc.2016.04.009openalex-snapshot
A failure index for HPC applications
inferred← citeshttps://doi.org/10.1016/j.jpdc.2017.10.006openalex-snapshot
Dynamic scheduling strategy with efficient node availability prediction for handling divisible loads in multi-cloud systems
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ADFT: An Adaptive Framework for Fault Tolerance on Large Scale Systems using Application Malleability
inferred← citeshttps://doi.org/10.1109/access.2023.3285598openalex-snapshot
Prediction and Correction of Software Defects in Message-Passing Interfaces Using a Static Analysis Tool and Machine Learning
inferred← citeshttps://doi.org/10.1109/ccgrid54584.2022.00081openalex-snapshot
Toward an In-Depth Analysis of Multifidelity High Performance Computing Systems
inferred← citeshttps://doi.org/10.1109/cisce.2019.00113openalex-snapshot
Network Fault Prediction Based on CNN-LSTM Hybrid Neural Network
inferred← citeshttps://doi.org/10.1109/hpcc-dss-smartcity-dependsys53884.2021.00303openalex-snapshot
A Survey on Failure Prediction in Large-scale Computing Systems
inferred← citeshttps://doi.org/10.1109/icsem.2012.16openalex-snapshot
Hadoop Compatible Framework for Discovering Network Topology and Detecting Hardware Failures
inferred← citeshttps://doi.org/10.1109/ictc52510.2021.9620802openalex-snapshot
Deep Learning-based fault prediction in cloud system
inferred← citeshttps://doi.org/10.1109/infocomwkshps50562.2020.9162664openalex-snapshot
Log Analytics in HPC: A Data-driven Reinforcement Learning Framework
inferred← citeshttps://doi.org/10.1109/ipdps.2012.107openalex-snapshot
Taming of the Shrew: Modeling the Normal and Faulty Behaviour of Large-scale HPC Systems
inferred← citeshttps://doi.org/10.1109/ipdps.2013.74openalex-snapshot
Improving the Computing Efficiency of HPC Systems Using a Combination of Proactive and Preventive Checkpointing
inferred← citeshttps://doi.org/10.1109/ispdc.2019.00024openalex-snapshot
Anomaly Detection in High Performance Computers: A Vicinity Perspective
inferred← citeshttps://doi.org/10.1109/sai.2016.7555961openalex-snapshot
Machine learning based job status prediction in scientific clusters
inferred← citeshttps://doi.org/10.1109/sc.2012.57openalex-snapshot
Fault prediction under the microscope: A closer look into HPC systems
inferred← citeshttps://doi.org/10.1109/sc.2018.00012openalex-snapshot
Doomsday: Predicting Which Node Will Fail When on Supercomputers
inferred← citeshttps://doi.org/10.1145/2038633.2038637openalex-snapshot
Adaptive event prediction strategy with dynamic time window for large-scale HPC systems
inferred← citeshttps://doi.org/10.1145/3295500.3356185openalex-snapshot
Predicting faults in high performance computing systems
inferred← citeshttps://doi.org/10.1145/3524059.3532374openalex-snapshot
Clairvoyant
inferred← citeshttps://doi.org/10.1155/2021/9609823openalex-snapshot
Classification and Prediction of Software Incidents Using Machine Learning Techniques
inferred← citeshttps://doi.org/10.1177/1094342013488258openalex-snapshot
Failure prediction for HPC systems and applications
inferred← citeshttps://doi.org/10.4108/eai.19-8-2019.163134openalex-snapshot
Security of HPC Systems: From a Log-analyzing Perspective
inferred← citeshttps://doi.org/10.4108/icst.valuetools.2014.258197openalex-snapshot
A Framework for System Event Classification and Prediction by Means of Machine Learning
inferred← citeshttps://doi.org/10.4218/etrij.14.0113.1133openalex-snapshot
Scalable Approach to Failure Analysis of High-Performance Computing Systems
inferred← citeshttps://doi.org/10.5555/3291656.3291668openalex-snapshot
Doomsday: predicting which node will fail when on supercomputers
inferred← citeshttps://doi.org/10.5821/dissertation-2117-123526openalex-snapshot
Model driven root cause analysis and reliability enhancement for large distributed computing systems
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