SlideShare ist ein Scribd-Unternehmen logo

An Integrated Framework on Mining Logs Files for Computing System Management

‱Als PPT, PDF herunterladen‱
‱
F
feiwin
TechnologieBildung
1 von 14
An Integrated Framework on Mining Logs Files for Computing System Management Tao Li School of Computer Science Florida International University Miami, FL 33199 [email_address] Wei Peng School of Computer Science Florida International University Miami, FL 33199 [email_address] Feng Liang Insitute of Statistics and Decision Sciences Duke University Durham, NC 27708 [email_address] Sheng Ma Machine Learning for Systems IBM T.J. Watson Research Center Hawthorne, NY 10532 [email_address]
Agenda ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Introduction (con.) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
An overview of the integrated framework
System log categorization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Incorporating the temporal information ,[object Object],[object Object],[object Object]
Mining event relationships - Introduction ,[object Object],[object Object],[object Object],[object Object],[object Object]
Mining event relationships – Notations and problem formulations ,[object Object],[object Object],[object Object]
Mining event relationships – Discovering t-Patterns ,[object Object],[object Object]
Experiments ,[object Object],[object Object],[object Object],[object Object]
Discover and Visualize Event Relationships
 
Conclusion and Future work ,[object Object],[object Object]

Empfohlen

Finding Similar Files in Large Document Repositories
Finding Similar Files in Large Document RepositoriesFinding Similar Files in Large Document Repositories
Finding Similar Files in Large Document Repositoriesfeiwin
 
Data Mining and the Web_Past_Present and Future
Data Mining and the Web_Past_Present and FutureData Mining and the Web_Past_Present and Future
Data Mining and the Web_Past_Present and Futurefeiwin
 
Real Time Competitive Marketing Intelligence
Real Time Competitive Marketing IntelligenceReal Time Competitive Marketing Intelligence
Real Time Competitive Marketing Intelligencefeiwin
 
Document Classification and Clustering
Document Classification and ClusteringDocument Classification and Clustering
Document Classification and ClusteringAnkur Shrivastava
 
Textmining Retrieval And Clustering
Textmining Retrieval And ClusteringTextmining Retrieval And Clustering
Textmining Retrieval And Clusteringguest0edcaf
 
Text clustering
Text clusteringText clustering
Text clusteringKU Leuven
 
Text categorization
Text categorizationText categorization
Text categorizationShubham Pahune
 
Mining Product Reputations On the Web
Mining Product Reputations On the WebMining Product Reputations On the Web
Mining Product Reputations On the Webfeiwin
 

Empfohlen

Finding Similar Files in Large Document Repositories
Finding Similar Files in Large Document RepositoriesFinding Similar Files in Large Document Repositories
Finding Similar Files in Large Document Repositoriesfeiwin
 
Data Mining and the Web_Past_Present and Future
Data Mining and the Web_Past_Present and FutureData Mining and the Web_Past_Present and Future
Data Mining and the Web_Past_Present and Futurefeiwin
 
Real Time Competitive Marketing Intelligence
Real Time Competitive Marketing IntelligenceReal Time Competitive Marketing Intelligence
Real Time Competitive Marketing Intelligencefeiwin
 
Document Classification and Clustering
Document Classification and ClusteringDocument Classification and Clustering
Document Classification and ClusteringAnkur Shrivastava
 
Textmining Retrieval And Clustering
Textmining Retrieval And ClusteringTextmining Retrieval And Clustering
Textmining Retrieval And Clusteringguest0edcaf
 
Text clustering
Text clusteringText clustering
Text clusteringKU Leuven
 
Text categorization
Text categorizationText categorization
Text categorizationShubham Pahune
 
Mining Product Reputations On the Web
Mining Product Reputations On the WebMining Product Reputations On the Web
Mining Product Reputations On the Webfeiwin
 
Analysis of the Datasets
Analysis of the DatasetsAnalysis of the Datasets
Analysis of the DatasetsRafsanjani, Muhammod
 
Mining from Open Answers in Questionnaire Data
Mining from Open Answers in Questionnaire DataMining from Open Answers in Questionnaire Data
Mining from Open Answers in Questionnaire Datafeiwin
 
Text Classification
Text ClassificationText Classification
Text ClassificationRAX Automation Suite
 
[ppt]
[ppt][ppt]
[ppt]butest
 
Ir 02
Ir 02Ir 02
Ir 02Mohammed Romi
 
P33077080
P33077080P33077080
P33077080IJERA Editor
 
Semantic Annotation of Documents
Semantic Annotation of DocumentsSemantic Annotation of Documents
Semantic Annotation of Documentssubash chandra
 
IRE Semantic Annotation of Documents
IRE Semantic Annotation of Documents IRE Semantic Annotation of Documents
IRE Semantic Annotation of Documents Sharvil Katariya
 
Ju3517011704
Ju3517011704Ju3517011704
Ju3517011704IJERA Editor
 
Algorithm Name Detection & Extraction
Algorithm Name Detection & ExtractionAlgorithm Name Detection & Extraction
Algorithm Name Detection & ExtractionDeeksha thakur
 
Indexing for Large DNA Database sequences
Indexing for Large DNA Database sequencesIndexing for Large DNA Database sequences
Indexing for Large DNA Database sequencesCSCJournals
 
Text classification with Weka
Text classification with WekaText classification with Weka
Text classification with WekaMilad Alshomary
 
36x48_new_modelling_cloud_infrastructure
36x48_new_modelling_cloud_infrastructure36x48_new_modelling_cloud_infrastructure
36x48_new_modelling_cloud_infrastructureWashington Garcia
 
Scalable Discovery Of Hidden Emails From Large Folders
Scalable Discovery Of Hidden Emails From Large FoldersScalable Discovery Of Hidden Emails From Large Folders
Scalable Discovery Of Hidden Emails From Large Foldersfeiwin
 
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning TrackConformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning TrackBhaskar Mitra
 
IRE- Algorithm Name Detection in Research Papers
IRE- Algorithm Name Detection in Research PapersIRE- Algorithm Name Detection in Research Papers
IRE- Algorithm Name Detection in Research PapersSriTeja Allaparthi
 
Automatic document clustering
Automatic document clusteringAutomatic document clustering
Automatic document clusteringIAEME Publication
 
IRJET- Data Mining - Secure Keyword Manager
IRJET- Data Mining - Secure Keyword ManagerIRJET- Data Mining - Secure Keyword Manager
IRJET- Data Mining - Secure Keyword ManagerIRJET Journal
 
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCESFINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCESkevig
 
TextRank: Bringing Order into Texts
TextRank: Bringing Order into TextsTextRank: Bringing Order into Texts
TextRank: Bringing Order into TextsShubhangi Tandon
 
5 ways to improve performance through indexing
5 ways to improve performance through indexing5 ways to improve performance through indexing
5 ways to improve performance through indexingJason Strate
 
Heaps
HeapsHeaps
HeapsSHEETAL WAGHMARE
 

Weitere Àhnliche Inhalte

Was ist angesagt?

Mining from Open Answers in Questionnaire Data
Mining from Open Answers in Questionnaire DataMining from Open Answers in Questionnaire Data
Mining from Open Answers in Questionnaire Datafeiwin
 
[ppt]
[ppt][ppt]
[ppt]butest
 
Semantic Annotation of Documents
Semantic Annotation of DocumentsSemantic Annotation of Documents
Semantic Annotation of Documentssubash chandra
 
IRE Semantic Annotation of Documents
IRE Semantic Annotation of Documents IRE Semantic Annotation of Documents
IRE Semantic Annotation of Documents Sharvil Katariya
 
Ju3517011704
Ju3517011704Ju3517011704
Ju3517011704IJERA Editor
 
Algorithm Name Detection & Extraction
Algorithm Name Detection & ExtractionAlgorithm Name Detection & Extraction
Algorithm Name Detection & ExtractionDeeksha thakur
 
Indexing for Large DNA Database sequences
Indexing for Large DNA Database sequencesIndexing for Large DNA Database sequences
Indexing for Large DNA Database sequencesCSCJournals
 
Text classification with Weka
Text classification with WekaText classification with Weka
Text classification with WekaMilad Alshomary
 
36x48_new_modelling_cloud_infrastructure
36x48_new_modelling_cloud_infrastructure36x48_new_modelling_cloud_infrastructure
36x48_new_modelling_cloud_infrastructureWashington Garcia
 
Scalable Discovery Of Hidden Emails From Large Folders
Scalable Discovery Of Hidden Emails From Large FoldersScalable Discovery Of Hidden Emails From Large Folders
Scalable Discovery Of Hidden Emails From Large Foldersfeiwin
 
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning TrackConformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning TrackBhaskar Mitra
 
IRE- Algorithm Name Detection in Research Papers
IRE- Algorithm Name Detection in Research PapersIRE- Algorithm Name Detection in Research Papers
IRE- Algorithm Name Detection in Research PapersSriTeja Allaparthi
 
Automatic document clustering
Automatic document clusteringAutomatic document clustering
Automatic document clusteringIAEME Publication
 
IRJET- Data Mining - Secure Keyword Manager
IRJET- Data Mining - Secure Keyword ManagerIRJET- Data Mining - Secure Keyword Manager
IRJET- Data Mining - Secure Keyword ManagerIRJET Journal
 
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCESFINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCESkevig
 
TextRank: Bringing Order into Texts
TextRank: Bringing Order into TextsTextRank: Bringing Order into Texts
TextRank: Bringing Order into TextsShubhangi Tandon
 

Was ist angesagt? (20)

Analysis of the Datasets
Analysis of the DatasetsAnalysis of the Datasets
Analysis of the Datasets
 
Mining from Open Answers in Questionnaire Data
Mining from Open Answers in Questionnaire DataMining from Open Answers in Questionnaire Data
Mining from Open Answers in Questionnaire Data
 
Text Classification
Text ClassificationText Classification
Text Classification
 
[ppt]
[ppt][ppt]
[ppt]
 
Ir 02
Ir 02Ir 02
Ir 02
 
P33077080
P33077080P33077080
P33077080
 
Semantic Annotation of Documents
Semantic Annotation of DocumentsSemantic Annotation of Documents
Semantic Annotation of Documents
 
IRE Semantic Annotation of Documents
IRE Semantic Annotation of Documents IRE Semantic Annotation of Documents
IRE Semantic Annotation of Documents
 
Ju3517011704
Ju3517011704Ju3517011704
Ju3517011704
 
Algorithm Name Detection & Extraction
Algorithm Name Detection & ExtractionAlgorithm Name Detection & Extraction
Algorithm Name Detection & Extraction
 
Indexing for Large DNA Database sequences
Indexing for Large DNA Database sequencesIndexing for Large DNA Database sequences
Indexing for Large DNA Database sequences
 
Text classification with Weka
Text classification with WekaText classification with Weka
Text classification with Weka
 
36x48_new_modelling_cloud_infrastructure
36x48_new_modelling_cloud_infrastructure36x48_new_modelling_cloud_infrastructure
36x48_new_modelling_cloud_infrastructure
 
Scalable Discovery Of Hidden Emails From Large Folders
Scalable Discovery Of Hidden Emails From Large FoldersScalable Discovery Of Hidden Emails From Large Folders
Scalable Discovery Of Hidden Emails From Large Folders
 
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning TrackConformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
Conformer-Kernel with Query Term Independence @ TREC 2020 Deep Learning Track
 
IRE- Algorithm Name Detection in Research Papers
IRE- Algorithm Name Detection in Research PapersIRE- Algorithm Name Detection in Research Papers
IRE- Algorithm Name Detection in Research Papers
 
Automatic document clustering
Automatic document clusteringAutomatic document clustering
Automatic document clustering
 
IRJET- Data Mining - Secure Keyword Manager
IRJET- Data Mining - Secure Keyword ManagerIRJET- Data Mining - Secure Keyword Manager
IRJET- Data Mining - Secure Keyword Manager
 
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCESFINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
FINDING OUT NOISY PATTERNS FOR RELATION EXTRACTION OF BANGLA SENTENCES
 
TextRank: Bringing Order into Texts
TextRank: Bringing Order into TextsTextRank: Bringing Order into Texts
TextRank: Bringing Order into Texts
 

Andere mochten auch

5 ways to improve performance through indexing
5 ways to improve performance through indexing5 ways to improve performance through indexing
5 ways to improve performance through indexingJason Strate
 
Introduction to Clustered Indexes and Heaps
Introduction to Clustered Indexes and HeapsIntroduction to Clustered Indexes and Heaps
Introduction to Clustered Indexes and HeapsJason Strate
 
Merging files (Data Structure)
Merging files (Data Structure)Merging files (Data Structure)
Merging files (Data Structure)Tech_MX
 
Concept of computer files for Grade 12 learners
Concept of computer files for Grade 12 learnersConcept of computer files for Grade 12 learners
Concept of computer files for Grade 12 learnerswellingtonoboh
 
File organization
File organizationFile organization
File organizationGanesh Pawar
 
File organisation
File organisationFile organisation
File organisationMukund Trivedi
 
File structures
File structuresFile structures
File structuresShyam Kumar
 
File Organization
File OrganizationFile Organization
File OrganizationManyi Man
 
Lec 17 heap data structure
Lec 17 heap data structureLec 17 heap data structure
Lec 17 heap data structureSajid Marwat
 

Andere mochten auch (13)

5 ways to improve performance through indexing
5 ways to improve performance through indexing5 ways to improve performance through indexing
5 ways to improve performance through indexing
 
Heaps
HeapsHeaps
Heaps
 
Introduction to Clustered Indexes and Heaps
Introduction to Clustered Indexes and HeapsIntroduction to Clustered Indexes and Heaps
Introduction to Clustered Indexes and Heaps
 
Files Management
Files ManagementFiles Management
Files Management
 
Merging files (Data Structure)
Merging files (Data Structure)Merging files (Data Structure)
Merging files (Data Structure)
 
Concept of computer files for Grade 12 learners
Concept of computer files for Grade 12 learnersConcept of computer files for Grade 12 learners
Concept of computer files for Grade 12 learners
 
Multi ways trees
Multi ways treesMulti ways trees
Multi ways trees
 
File organization
File organizationFile organization
File organization
 
File organisation
File organisationFile organisation
File organisation
 
File structures
File structuresFile structures
File structures
 
File Organization
File OrganizationFile Organization
File Organization
 
Lec 17 heap data structure
Lec 17 heap data structureLec 17 heap data structure
Lec 17 heap data structure
 
File organization
File organizationFile organization
File organization
 

Ähnlich wie An Integrated Framework on Mining Logs Files for Computing System Management

Event detection and summarization based on social networks and semantic query...
Event detection and summarization based on social networks and semantic query...Event detection and summarization based on social networks and semantic query...
Event detection and summarization based on social networks and semantic query...ijnlc
 
Silhouette Threshold Based Text Clustering for Log Analysis
Silhouette Threshold Based Text Clustering for Log AnalysisSilhouette Threshold Based Text Clustering for Log Analysis
Silhouette Threshold Based Text Clustering for Log AnalysisIIRindia
 
Pre-defense_talk
Pre-defense_talkPre-defense_talk
Pre-defense_talkaphex34
 
Mythbusters: Event Stream Processing v. Complex Event Processing
Mythbusters: Event Stream Processing v. Complex Event ProcessingMythbusters: Event Stream Processing v. Complex Event Processing
Mythbusters: Event Stream Processing v. Complex Event ProcessingTim Bass
 
IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...
IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...
IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...IRJET Journal
 
Events Classification in Log Audit
Events Classification in Log Audit Events Classification in Log Audit
Events Classification in Log Audit IJNSA Journal
 
Achievement for wireless
Achievement for wirelessAchievement for wireless
Achievement for wirelessijwmn
 
A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...Alexander Decker
 
A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...Alexander Decker
 
Association Rule Mining Scheme for Software Failure Analysis
Association Rule Mining Scheme for Software Failure AnalysisAssociation Rule Mining Scheme for Software Failure Analysis
Association Rule Mining Scheme for Software Failure AnalysisEditor IJMTER
 
IRJET- Survey for Amazon Fine Food Reviews
IRJET- Survey for Amazon Fine Food ReviewsIRJET- Survey for Amazon Fine Food Reviews
IRJET- Survey for Amazon Fine Food ReviewsIRJET Journal
 
Web personalization using clustering of web usage data
Web personalization using clustering of web usage dataWeb personalization using clustering of web usage data
Web personalization using clustering of web usage dataijfcstjournal
 
Adaptive information extraction
Adaptive information extractionAdaptive information extraction
Adaptive information extractionunyil96
 
Visualization of Computer Forensics Analysis on Digital Evidence
Visualization of Computer Forensics Analysis on Digital EvidenceVisualization of Computer Forensics Analysis on Digital Evidence
Visualization of Computer Forensics Analysis on Digital EvidenceMuhd Mu'izuddin
 
Only Abstract
Only AbstractOnly Abstract
Only Abstractguesta67d4a
 
S-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAs
S-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAsS-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAs
S-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAsvirtual-campus
 
Big Data Security Analytic Solution using Splunk
Big Data Security Analytic Solution using SplunkBig Data Security Analytic Solution using Splunk
Big Data Security Analytic Solution using SplunkIJERA Editor
 

Ähnlich wie An Integrated Framework on Mining Logs Files for Computing System Management (20)

Event detection and summarization based on social networks and semantic query...
Event detection and summarization based on social networks and semantic query...Event detection and summarization based on social networks and semantic query...
Event detection and summarization based on social networks and semantic query...
 
Silhouette Threshold Based Text Clustering for Log Analysis
Silhouette Threshold Based Text Clustering for Log AnalysisSilhouette Threshold Based Text Clustering for Log Analysis
Silhouette Threshold Based Text Clustering for Log Analysis
 
Pre-defense_talk
Pre-defense_talkPre-defense_talk
Pre-defense_talk
 
Mythbusters: Event Stream Processing v. Complex Event Processing
Mythbusters: Event Stream Processing v. Complex Event ProcessingMythbusters: Event Stream Processing v. Complex Event Processing
Mythbusters: Event Stream Processing v. Complex Event Processing
 
IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...
IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...
IRJET- A Detailed Analysis on Windows Event Log Viewer for Faster Root Ca...
 
Events Classification in Log Audit
Events Classification in Log Audit Events Classification in Log Audit
Events Classification in Log Audit
 
20170412 om patri pres 153pdf
20170412 om patri pres 153pdf20170412 om patri pres 153pdf
20170412 om patri pres 153pdf
 
Final
FinalFinal
Final
 
Achievement for wireless
Achievement for wirelessAchievement for wireless
Achievement for wireless
 
A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...
 
A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...A self adaptive learning approach for optimum path evaluation of process for ...
A self adaptive learning approach for optimum path evaluation of process for ...
 
Association Rule Mining Scheme for Software Failure Analysis
Association Rule Mining Scheme for Software Failure AnalysisAssociation Rule Mining Scheme for Software Failure Analysis
Association Rule Mining Scheme for Software Failure Analysis
 
IRJET- Survey for Amazon Fine Food Reviews
IRJET- Survey for Amazon Fine Food ReviewsIRJET- Survey for Amazon Fine Food Reviews
IRJET- Survey for Amazon Fine Food Reviews
 
Web personalization using clustering of web usage data
Web personalization using clustering of web usage dataWeb personalization using clustering of web usage data
Web personalization using clustering of web usage data
 
Adaptive information extraction
Adaptive information extractionAdaptive information extraction
Adaptive information extraction
 
Visualization of Computer Forensics Analysis on Digital Evidence
Visualization of Computer Forensics Analysis on Digital EvidenceVisualization of Computer Forensics Analysis on Digital Evidence
Visualization of Computer Forensics Analysis on Digital Evidence
 
Only Abstract
Only AbstractOnly Abstract
Only Abstract
 
IJET-V3I1P3
IJET-V3I1P3IJET-V3I1P3
IJET-V3I1P3
 
S-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAs
S-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAsS-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAs
S-CUBE LP: Mining Lifecycle Event Logs for Enhancing SBAs
 
Big Data Security Analytic Solution using Splunk
Big Data Security Analytic Solution using SplunkBig Data Security Analytic Solution using Splunk
Big Data Security Analytic Solution using Splunk
 

KĂŒrzlich hochgeladen

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 

KĂŒrzlich hochgeladen (20)

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 

An Integrated Framework on Mining Logs Files for Computing System Management

  • 1. An Integrated Framework on Mining Logs Files for Computing System Management Tao Li School of Computer Science Florida International University Miami, FL 33199 [email_address] Wei Peng School of Computer Science Florida International University Miami, FL 33199 [email_address] Feng Liang Insitute of Statistics and Decision Sciences Duke University Durham, NC 27708 [email_address] Sheng Ma Machine Learning for Systems IBM T.J. Watson Research Center Hawthorne, NY 10532 [email_address]
  • 2.
  • 3.
  • 4.
  • 5. An overview of the integrated framework
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12. Discover and Visualize Event Relationships
  • 13.  
  • 14.