A layered architecture for log analysis in complex IT systems | Paper Citation Record

Observation 1be19d59-fc9c-4552-8fef-8911905ec973 · outbound

This paper cites Reliability engineering: Old problems and new challenges.

A layered architecture for log analysis in complex IT systems Reliability engineering: Old problems and new challenges

Reference 1

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This paper cites Basicconcepts and taxonomy of dependable and secure computing.

A layered architecture for log analysis in complex IT systems Basicconcepts and taxonomy of dependable and secure computing

Reference 2

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A layered architecture for log analysis in complex IT systems Why do computers stop and what can be done about it?

Reference 3

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A layered architecture for log analysis in complex IT systems The internet of things: A survey

Reference 4

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This paper cites Transforming business using digital innovations: The ap- plication of AI, blockchain, cloud and data analytics.

A layered architecture for log analysis in complex IT systems Transforming business using digital innovations: The ap- plication of AI, blockchain, cloud and data analytics

Reference 5

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This paper cites BigDataAnalyticsin Healthcare: exploring the role of Machine Learning in Predicting patient outcomes and improving Healthcare Delivery.

A layered architecture for log analysis in complex IT systems BigDataAnalyticsin Healthcare: exploring the role of Machine Learning in Predicting patient outcomes and improving Healthcare Delivery

Reference 6

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This paper cites Digital transformation and strategy in the banking sector: Evaluating the acceptance rate of e-services.

A layered architecture for log analysis in complex IT systems Digital transformation and strategy in the banking sector: Evaluating the acceptance rate of e-services

Reference 7

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This paper cites The Impact of Social Media Use on Social Interaction in Contemporary Society.

A layered architecture for log analysis in complex IT systems The Impact of Social Media Use on Social Interaction in Contemporary Society

Reference 8

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A layered architecture for log analysis in complex IT systems Cloud computing: state-of-the-art and research challenges

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:47:59.915567Z

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This paper cites Analyzing the use of concept maps in computer science: A systematic mapping study.

A layered architecture for log analysis in complex IT systems Analyzing the use of concept maps in computer science: A systematic mapping study

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:47:59.920033Z

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This paper cites Rapid business and IT change: drivers for strategic information systems planning?.

A layered architecture for log analysis in complex IT systems Rapid business and IT change: drivers for strategic information systems planning?

Reference 11

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This paper cites Debugging reinvented: asking and answering why and why not questions about program behavior.

A layered architecture for log analysis in complex IT systems Debugging reinvented: asking and answering why and why not questions about program behavior

Reference 12

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This paper cites Assessing de- pendability with software fault injection: A survey.

A layered architecture for log analysis in complex IT systems Assessing de- pendability with software fault injection: A survey

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:47:59.933354Z

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This paper cites The organization of complex systems.

A layered architecture for log analysis in complex IT systems The organization of complex systems

Reference 14

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Observation a1db020a-a7cc-4447-9000-9b51401c653e · outbound

This paper cites DevOps capabilities, practices, and challenges: Insights from a case study.

A layered architecture for log analysis in complex IT systems DevOps capabilities, practices, and challenges: Insights from a case study

Reference 15

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This paper cites Addison-Wesley Professional, 2015.

A layered architecture for log analysis in complex IT systems Addison-Wesley Professional, 2015

Reference 16

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This paper cites Evolving from tra- ditional systems to AIOps: design, implementation and measurements.

A layered architecture for log analysis in complex IT systems Evolving from tra- ditional systems to AIOps: design, implementation and measurements

Reference 17

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This paper cites Logmine: Fast pattern recognition for log analytics.

A layered architecture for log analysis in complex IT systems Logmine: Fast pattern recognition for log analytics

Reference 18

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This paper cites Aiops: real-world challenges and research innovations.

A layered architecture for log analysis in complex IT systems Aiops: real-world challenges and research innovations

Reference 19

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Observation 60d064fe-b3d5-4a2f-bf55-2b8d6e910bb2 · outbound

This paper cites Artificialintelligence for it operations (aiops) workshop white paper.

A layered architecture for log analysis in complex IT systems Artificialintelligence for it operations (aiops) workshop white paper

Reference 20

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Observation 5f56d6bd-3cec-4f2d-9ae3-88795add5af6 · outbound

This paper cites A systematic mapping study in AIOps.

A layered architecture for log analysis in complex IT systems A systematic mapping study in AIOps

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:47:59.969143Z

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This paper cites Towards aiops in edge computing environments.

A layered architecture for log analysis in complex IT systems Towards aiops in edge computing environments

Reference 22

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This paper cites A survey on log research of aiops: Methods and trends.

A layered architecture for log analysis in complex IT systems A survey on log research of aiops: Methods and trends

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:47:59.978248Z

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This paper cites A system architecture for real-time anomaly detection in large-scale nfv systems.

A layered architecture for log analysis in complex IT systems A system architecture for real-time anomaly detection in large-scale nfv systems

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:47:59.982995Z

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This paper cites Operational-log analysis for big data systems: Challenges and solutions.

A layered architecture for log analysis in complex IT systems Operational-log analysis for big data systems: Challenges and solutions

Reference 25

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This paper cites Advances and challenges in log analysis.

A layered architecture for log analysis in complex IT systems Advances and challenges in log analysis

Reference 26

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Observation 0d537b5e-38b3-490b-b9a6-7582b9ba7249 · outbound

This paper cites Beehive: Large-scale log analysis for detecting suspicious activity in enterprise networks.

A layered architecture for log analysis in complex IT systems Beehive: Large-scale log analysis for detecting suspicious activity in enterprise networks

Reference 27

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Observation 36ec7867-7753-4575-8045-c66e18cd8641 · outbound

This paper cites Detecting Large-Scale System Problems by Mining Console Logs.

A layered architecture for log analysis in complex IT systems Detecting Large-Scale System Problems by Mining Console Logs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.002088Z

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This paper cites Mining temporal invariants from partially ordered logs.

A layered architecture for log analysis in complex IT systems Mining temporal invariants from partially ordered logs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.008918Z

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This paper cites Mining program workflow from inter- leaved logs.

A layered architecture for log analysis in complex IT systems Mining program workflow from inter- leaved logs

Reference 30

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This paper cites Efficient fault detection and diagnosis in complex software systems with informa- tion-theoreticmonitoring.

A layered architecture for log analysis in complex IT systems Efficient fault detection and diagnosis in complex software systems with informa- tion-theoreticmonitoring

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.031596Z

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Observation 04e0fce5-b3c8-4fec-a071-545fa0c34f6d · outbound

This paper cites Execution anomaly detection in distributed systems through unstructured log analysis.

A layered architecture for log analysis in complex IT systems Execution anomaly detection in distributed systems through unstructured log analysis

Reference 32

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Observation f8d6e2b7-a3ca-4b92-9192-f3a49c2b85a0 · outbound

This paper cites Kafka: A distributed messaging sys- tem for log processing.

A layered architecture for log analysis in complex IT systems Kafka: A distributed messaging sys- tem for log processing

Reference 33

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This paper cites LogBERT: Log Anomaly Detection via BERT.

A layered architecture for log analysis in complex IT systems LogBERT: Log Anomaly Detection via BERT

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.059978Z

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This paper cites Deeplog: Anomaly de- tection and diagnosis from system logs through deep learning.

A layered architecture for log analysis in complex IT systems Deeplog: Anomaly de- tection and diagnosis from system logs through deep learning

Reference 35

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This paper cites Self-supervised log parsing.

A layered architecture for log analysis in complex IT systems Self-supervised log parsing

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.071983Z

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This paper cites Log filtering and interpretation for root cause analysis.

A layered architecture for log analysis in complex IT systems Log filtering and interpretation for root cause analysis

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.077379Z

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This paper cites LogLAB: Attention-Based Labeling of Log Data Anomalies via Weak Supervi- sion.

A layered architecture for log analysis in complex IT systems LogLAB: Attention-Based Labeling of Log Data Anomalies via Weak Supervi- sion

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.082396Z

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This paper cites Landscape of Automated Log Anal- ysis: A Systematic Literature Review and Mapping Study.

A layered architecture for log analysis in complex IT systems Landscape of Automated Log Anal- ysis: A Systematic Literature Review and Mapping Study

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.087971Z

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Observation ef89426c-81c5-4d7b-98c1-0d3bae37ce73 · outbound

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A layered architecture for log analysis in complex IT systems Log-based abnormal task detection and root cause analysis for spark

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.093661Z

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This paper cites A2Log: Attentive Augmented Log Anomaly Detection.

A layered architecture for log analysis in complex IT systems A2Log: Attentive Augmented Log Anomaly Detection

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.098515Z

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This paper cites PULL: Reactive Log Anomaly Detection Based On Iterative PU Learning.

A layered architecture for log analysis in complex IT systems PULL: Reactive Log Anomaly Detection Based On Iterative PU Learning

Reference 42

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This paper cites SwissLog: Robust and Unified Deep Learning Based Log Anomaly Detection for Diverse Faults.

A layered architecture for log analysis in complex IT systems SwissLog: Robust and Unified Deep Learning Based Log Anomaly Detection for Diverse Faults

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.108945Z

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This paper cites LogAnomaly: Un- supervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs.

A layered architecture for log analysis in complex IT systems LogAnomaly: Un- supervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.113651Z

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This paper cites LogRule: Ef- ficient Structured Log Mining for Root Cause Analysis.

A layered architecture for log analysis in complex IT systems LogRule: Ef- ficient Structured Log Mining for Root Cause Analysis

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.118080Z

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This paper cites LADRA: Log-based abnormal task detection and root-cause analysis in big data processing with Spark.

A layered architecture for log analysis in complex IT systems LADRA: Log-based abnormal task detection and root-cause analysis in big data processing with Spark

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.123746Z

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This paper cites Log- master: Mining event correlations in logs of large-scale cluster systems.

A layered architecture for log analysis in complex IT systems Log- master: Mining event correlations in logs of large-scale cluster systems

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.128620Z

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This paper cites Log-based predictive maintenance.

A layered architecture for log analysis in complex IT systems Log-based predictive maintenance

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.134190Z

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This paper cites Experience Report: System Log Analysis for Anomaly Detection.

A layered architecture for log analysis in complex IT systems Experience Report: System Log Analysis for Anomaly Detection

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.139079Z

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This paper cites How to im- prove cloud services availability? Investigating the impact of power and it subsys- tems failures.

A layered architecture for log analysis in complex IT systems How to im- prove cloud services availability? Investigating the impact of power and it subsys- tems failures

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.143713Z

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Observation 2b274b2d-1908-458a-8a67-2b6b4eb1f691 · outbound

This paper cites A survey of aiops methods for failure management.

A layered architecture for log analysis in complex IT systems A survey of aiops methods for failure management

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.148799Z

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This paper cites AI-Governance and Levels of Automation for AIOps-supported System Administration.

A layered architecture for log analysis in complex IT systems AI-Governance and Levels of Automation for AIOps-supported System Administration

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.153913Z

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This paper cites AIOps-Artificial Intelligence for IT Operations: Todays Challenges of new Technologies and new Methodologies in IT Operations.

A layered architecture for log analysis in complex IT systems AIOps-Artificial Intelligence for IT Operations: Todays Challenges of new Technologies and new Methodologies in IT Operations

Reference 53

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Observation 263aa6bc-3ca0-493a-81e8-7b0d3a26bb8f · outbound

This paper cites On the future of cloud engineering.

A layered architecture for log analysis in complex IT systems On the future of cloud engineering

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.163611Z

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This paper cites Distributed systems observability: a guide to building robust sys- tems.

A layered architecture for log analysis in complex IT systems Distributed systems observability: a guide to building robust sys- tems

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.168792Z

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This paper cites A Generic Review on Anomaly Detection.

A layered architecture for log analysis in complex IT systems A Generic Review on Anomaly Detection

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.174891Z

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This paper cites A review of ma- chine learning and deep learning techniques for anomaly detection in IoT data.

A layered architecture for log analysis in complex IT systems A review of ma- chine learning and deep learning techniques for anomaly detection in IoT data

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.179876Z

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This paper cites Aiops:Amul- tivocal literature review.

A layered architecture for log analysis in complex IT systems Aiops:Amul- tivocal literature review

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.184818Z

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This paper cites Optimal IT service availability: Shorter outages, or fewer?.

A layered architecture for log analysis in complex IT systems Optimal IT service availability: Shorter outages, or fewer?

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.190838Z

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This paper cites A joint study of the challenges, opportunities, and roadmap of mlops and aiops: A systematic survey.

A layered architecture for log analysis in complex IT systems A joint study of the challenges, opportunities, and roadmap of mlops and aiops: A systematic survey

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.195508Z

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Observation a563d6cd-397d-43aa-9a7d-02038ad5bc3f · outbound

This paper cites Microrca: Root cause local- ization of performance issues in microservices.

A layered architecture for log analysis in complex IT systems Microrca: Root cause local- ization of performance issues in microservices

Reference 61

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Observation 2400263a-9c35-4c4e-8d2c-7abbc8a29dd6 · outbound

This paper cites CloudRCA: A root cause analysis framework for cloud computing platforms.

A layered architecture for log analysis in complex IT systems CloudRCA: A root cause analysis framework for cloud computing platforms

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.205115Z

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Observation f92c2d24-304e-4eb7-b38f-bd78336cade0 · outbound

This paper cites Real-time root cause analysis for complex technical systems.

A layered architecture for log analysis in complex IT systems Real-time root cause analysis for complex technical systems

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.209986Z

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A layered architecture for log analysis in complex IT systems Qulog: Data-driven approach for log instruction quality assessment

Reference 64

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A layered architecture for log analysis in complex IT systems Drain: An online log parsing approach with fixed depth tree

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.219294Z

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A layered architecture for log analysis in complex IT systems A tax- onomy of anomalies in log data

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.224161Z

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Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.229171Z

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Reference 68

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Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.239377Z

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Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.244292Z

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Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.249147Z

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Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.253705Z

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Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.258021Z

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A layered architecture for log analysis in complex IT systems Principal Component Analysis.SpringerSeriesinStatistics.Springer,

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.262534Z

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A layered architecture for log analysis in complex IT systems An analysis of the t-sne al- gorithm for data visualization

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.272268Z

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A layered architecture for log analysis in complex IT systems Neural Unsupervised Domain Adaptation in NLP---A Survey

Reference 76

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Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.281148Z

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A layered architecture for log analysis in complex IT systems How to cope with change?- preserving validity of predictive services over time

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.285619Z

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A layered architecture for log analysis in complex IT systems A brief introduction to weakly supervised learning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.290053Z

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Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.294428Z

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A layered architecture for log analysis in complex IT systems Introduction to Semi-Supervised Learn- ing

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.298807Z

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A layered architecture for log analysis in complex IT systems Multiple instance learning: A survey of problem characteristics and appli- cations

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.303967Z

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A layered architecture for log analysis in complex IT systems Partially supervised classifi- cation of text documents

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.308163Z

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A layered architecture for log analysis in complex IT systems Decentralized Federated Learning Pre- serves Model and Data Privacy

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.312814Z

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A layered architecture for log analysis in complex IT systems Time Series Data Augmentation for Deep Learning: A Survey

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.317691Z

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A layered architecture for log analysis in complex IT systems Robust log-based anomaly detection on unstable log data

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.323135Z

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Reference 87

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A layered architecture for log analysis in complex IT systems Not all unlabeled data are equal: Learning to weight data in semi-supervised learning

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.332472Z

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A layered architecture for log analysis in complex IT systems MIT press, 2018

Reference 89

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Reference 90

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A layered architecture for log analysis in complex IT systems The elements of statistical learning: data mining, inference, and prediction

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.346478Z

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Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T16:48:00.351268Z

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Reference 93

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Reference 94

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Reference 95

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Reference 96

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A layered architecture for log analysis in complex IT systems ImageNet Classification with Deep Convolutional Neural Networks

Reference 97

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A layered architecture for log analysis in complex IT systems Revisiting Unreasonable Effectiveness of Data in Deep Learning Era

Reference 98

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A layered architecture for log analysis in complex IT systems Time Series Data Augmentation for Deep Learning: A Survey

Reference 99

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A layered architecture for log analysis in complex IT systems Snorkel: rapid training data creation with weak supervision

Reference 100

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