SlideShare a Scribd company logo
1 of 14
Pro-active solutions for higher reproducibility
of scientific experiments
Tomasz Miksa
Vienna University of Technology
& SBA Research, Austria
Tomasz Miksa tmiksa@sba-research.org
Agenda
 Replicability
 VFramework
 Context Model
 Machine Actionable Data Management Plans
 Conclusions
Tomasz Miksa tmiksa@sba-research.org
Replicability
Re-executed
experiment
Original
experiment
• Can I reuse her workflow?
• Do the results match?
• Have I done it correctly?
Tomasz Miksa tmiksa@sba-research.org
Challenge
Tomasz Miksa tmiksa@sba-research.org
VFramework
Tomasz Miksa tmiksa@sba-research.org
Context Model
Workflow
definition
Validation
metrics
ProvenanceSoftware
dependenciesFile formats
Tomasz Miksa tmiksa@sba-research.org
Tomasz Miksa tmiksa@sba-research.org
Tomasz Miksa tmiksa@sba-research.org
ADDED
NOT USED
Tomasz Miksa tmiksa@sba-research.org
How does it make us pro-active?
 External service monitoring
- check availability and functional conformance
- deploy mock-ups
- notification mechanisms using context descriptions
 Context Model monitoring
- identify all workflows impacted by change, e.g. obsolescence
 Evaluation of impact of changes
- re-execute modified workflows and validate them
Tomasz Miksa tmiksa@sba-research.org
Machine-actionable
Data Management Plans
 DMPs
- describe research data
- required by funders
- completed using checklists
- hand written
- vague
 Machine-actionable DMPs
- future work
- enable pro-active data management
Tomasz Miksa tmiksa@sba-research.org
Actionable DMPs integrate domains and tools
Tomasz Miksa tmiksa@sba-research.org
Actionable DMPs integrate domains and tools
Tomasz Miksa tmiksa@sba-research.org
Conclusions
 We have developed concepts and tools for
- context description
- information capturing
- service monitoring
 We need to integrate them and
deploy monitoring and
risk mitigation scenarios

More Related Content

Similar to Pro-active solutions for higher reproducibility of scientific experiments - Acting on Change 2016

Job Openings ManTech
Job Openings ManTechJob Openings ManTech
Job Openings ManTechACAP20755
 
Team accountability
Team accountabilityTeam accountability
Team accountabilityScrumPig
 
Development Practices & The Microsoft Approach
Development Practices & The Microsoft ApproachDevelopment Practices & The Microsoft Approach
Development Practices & The Microsoft ApproachSteve Lange
 
'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer
'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer
'Architecture Testing: Wrongly Ignored!' by Peter ZimmererTEST Huddle
 
Life Cycle An informal discussion - Interaction & Control Points for Enterpr...
Life Cycle An informal discussion  - Interaction & Control Points for Enterpr...Life Cycle An informal discussion  - Interaction & Control Points for Enterpr...
Life Cycle An informal discussion - Interaction & Control Points for Enterpr...Daljit Banger
 
Supporting Change Impact Analysis Using a Recommendation System - An Industri...
Supporting Change Impact Analysis Using a Recommendation System - An Industri...Supporting Change Impact Analysis Using a Recommendation System - An Industri...
Supporting Change Impact Analysis Using a Recommendation System - An Industri...Markus Borg
 
Advanced support for executable statechart modelling
Advanced support for executable statechart modellingAdvanced support for executable statechart modelling
Advanced support for executable statechart modellingTom Mens
 
R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...
R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...
R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...BAINIDA
 
My presentation to VanQ at BCIT
My presentation to VanQ at BCITMy presentation to VanQ at BCIT
My presentation to VanQ at BCITJacksonYKLee
 
[2015/2016] RESEARCH in software engineering
[2015/2016] RESEARCH in software engineering[2015/2016] RESEARCH in software engineering
[2015/2016] RESEARCH in software engineeringIvano Malavolta
 
Test management checklist
Test management checklistTest management checklist
Test management checklistHarsha Kumar
 
Webinar: Estrategias para optimizar los costos de testing
Webinar: Estrategias para optimizar los costos de testingWebinar: Estrategias para optimizar los costos de testing
Webinar: Estrategias para optimizar los costos de testingFederico Toledo
 
Simulacion luis garciaguzman-21012011
Simulacion luis garciaguzman-21012011Simulacion luis garciaguzman-21012011
Simulacion luis garciaguzman-21012011lideresacademicos
 
Software Engineering Fundamentals
Software Engineering FundamentalsSoftware Engineering Fundamentals
Software Engineering FundamentalsRahul Sudame
 
Improving Business Performance: Demystifying Simulation and Optimization
Improving Business Performance: Demystifying Simulation and OptimizationImproving Business Performance: Demystifying Simulation and Optimization
Improving Business Performance: Demystifying Simulation and OptimizationNathaniel Palmer
 
Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1Trevor Warren
 

Similar to Pro-active solutions for higher reproducibility of scientific experiments - Acting on Change 2016 (20)

Job Openings ManTech
Job Openings ManTechJob Openings ManTech
Job Openings ManTech
 
Team accountability
Team accountabilityTeam accountability
Team accountability
 
Development Practices & The Microsoft Approach
Development Practices & The Microsoft ApproachDevelopment Practices & The Microsoft Approach
Development Practices & The Microsoft Approach
 
'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer
'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer
'Architecture Testing: Wrongly Ignored!' by Peter Zimmerer
 
Life Cycle An informal discussion - Interaction & Control Points for Enterpr...
Life Cycle An informal discussion  - Interaction & Control Points for Enterpr...Life Cycle An informal discussion  - Interaction & Control Points for Enterpr...
Life Cycle An informal discussion - Interaction & Control Points for Enterpr...
 
Supporting Change Impact Analysis Using a Recommendation System - An Industri...
Supporting Change Impact Analysis Using a Recommendation System - An Industri...Supporting Change Impact Analysis Using a Recommendation System - An Industri...
Supporting Change Impact Analysis Using a Recommendation System - An Industri...
 
Advanced support for executable statechart modelling
Advanced support for executable statechart modellingAdvanced support for executable statechart modelling
Advanced support for executable statechart modelling
 
Catherine Ner-Nacional
Catherine Ner-NacionalCatherine Ner-Nacional
Catherine Ner-Nacional
 
R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...
R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...
R Tool for Visual Studio และการทำงานร่วมกันเป็นทีม โดย เฉลิมวงศ์ วิจิตรปิยะกุ...
 
CV_DhalapathyShunmugam
CV_DhalapathyShunmugamCV_DhalapathyShunmugam
CV_DhalapathyShunmugam
 
My presentation to VanQ at BCIT
My presentation to VanQ at BCITMy presentation to VanQ at BCIT
My presentation to VanQ at BCIT
 
[2015/2016] RESEARCH in software engineering
[2015/2016] RESEARCH in software engineering[2015/2016] RESEARCH in software engineering
[2015/2016] RESEARCH in software engineering
 
Test management checklist
Test management checklistTest management checklist
Test management checklist
 
Webinar: Estrategias para optimizar los costos de testing
Webinar: Estrategias para optimizar los costos de testingWebinar: Estrategias para optimizar los costos de testing
Webinar: Estrategias para optimizar los costos de testing
 
Simulacion luis garciaguzman-21012011
Simulacion luis garciaguzman-21012011Simulacion luis garciaguzman-21012011
Simulacion luis garciaguzman-21012011
 
Software Engineering Fundamentals
Software Engineering FundamentalsSoftware Engineering Fundamentals
Software Engineering Fundamentals
 
QUALITY CENTER SYLLABUS
QUALITY CENTER SYLLABUSQUALITY CENTER SYLLABUS
QUALITY CENTER SYLLABUS
 
Improving Business Performance: Demystifying Simulation and Optimization
Improving Business Performance: Demystifying Simulation and OptimizationImproving Business Performance: Demystifying Simulation and Optimization
Improving Business Performance: Demystifying Simulation and Optimization
 
Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1Primer on application_performance_modelling_v0.1
Primer on application_performance_modelling_v0.1
 
Devops maturity model
Devops maturity modelDevops maturity model
Devops maturity model
 

More from PERICLES_FP7

Digital Ecosystem and Process Compiler - IDCC17
Digital Ecosystem and Process Compiler - IDCC17Digital Ecosystem and Process Compiler - IDCC17
Digital Ecosystem and Process Compiler - IDCC17PERICLES_FP7
 
Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...
Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...
Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...PERICLES_FP7
 
Technical appraisal and change impact analysis - IDCC17 workshop
Technical appraisal and change impact analysis - IDCC17 workshopTechnical appraisal and change impact analysis - IDCC17 workshop
Technical appraisal and change impact analysis - IDCC17 workshopPERICLES_FP7
 
ForgetIT: human memory inspired Information Model
ForgetIT: human memory inspired Information ModelForgetIT: human memory inspired Information Model
ForgetIT: human memory inspired Information ModelPERICLES_FP7
 
Data quality, preservation and access: a DANS perspective
Data quality, preservation and access: a DANS perspectiveData quality, preservation and access: a DANS perspective
Data quality, preservation and access: a DANS perspectivePERICLES_FP7
 
Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...
Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...
Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...PERICLES_FP7
 
Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...
Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...
Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...PERICLES_FP7
 
Detecting Semantic Drift for ontology maintenance - Acting on Change 2016
Detecting Semantic Drift for ontology maintenance - Acting on Change 2016Detecting Semantic Drift for ontology maintenance - Acting on Change 2016
Detecting Semantic Drift for ontology maintenance - Acting on Change 2016PERICLES_FP7
 
Filling the Digital Preservation Gap - Acting on Change
Filling the Digital Preservation Gap - Acting on ChangeFilling the Digital Preservation Gap - Acting on Change
Filling the Digital Preservation Gap - Acting on ChangePERICLES_FP7
 
Risk assessment for preservation in the active life of complex digital object...
Risk assessment for preservation in the active life of complex digital object...Risk assessment for preservation in the active life of complex digital object...
Risk assessment for preservation in the active life of complex digital object...PERICLES_FP7
 
Technical Appraisal Tool, MICE - Acting on Change 2016
Technical Appraisal Tool, MICE - Acting on Change 2016Technical Appraisal Tool, MICE - Acting on Change 2016
Technical Appraisal Tool, MICE - Acting on Change 2016PERICLES_FP7
 
PERICLES Workflow for the automated updating of Digital Ecosystem Models with...
PERICLES Workflow for the automated updating of Digital Ecosystem Models with...PERICLES Workflow for the automated updating of Digital Ecosystem Models with...
PERICLES Workflow for the automated updating of Digital Ecosystem Models with...PERICLES_FP7
 
Capability gap - Preservation isn't just throwing tools at the problem - Acti...
Capability gap - Preservation isn't just throwing tools at the problem - Acti...Capability gap - Preservation isn't just throwing tools at the problem - Acti...
Capability gap - Preservation isn't just throwing tools at the problem - Acti...PERICLES_FP7
 
Automatic policy application and change management - Acting on Change 2016
Automatic policy application and change management - Acting on Change 2016Automatic policy application and change management - Acting on Change 2016
Automatic policy application and change management - Acting on Change 2016PERICLES_FP7
 
Reproducibile scientific workflows - Acting on Change 2016
Reproducibile scientific workflows - Acting on Change 2016Reproducibile scientific workflows - Acting on Change 2016
Reproducibile scientific workflows - Acting on Change 2016PERICLES_FP7
 
PERICLES Policy management & ontology supported preservation - Acting on Chan...
PERICLES Policy management & ontology supported preservation - Acting on Chan...PERICLES Policy management & ontology supported preservation - Acting on Chan...
PERICLES Policy management & ontology supported preservation - Acting on Chan...PERICLES_FP7
 
PERICLES Modelling Policies - Acting on Change 2016
PERICLES Modelling Policies - Acting on Change 2016PERICLES Modelling Policies - Acting on Change 2016
PERICLES Modelling Policies - Acting on Change 2016PERICLES_FP7
 
PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016
PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016
PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016PERICLES_FP7
 
PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...
PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...
PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...PERICLES_FP7
 
PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...
PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...
PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...PERICLES_FP7
 

More from PERICLES_FP7 (20)

Digital Ecosystem and Process Compiler - IDCC17
Digital Ecosystem and Process Compiler - IDCC17Digital Ecosystem and Process Compiler - IDCC17
Digital Ecosystem and Process Compiler - IDCC17
 
Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...
Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...
Technical Appraisal of Complex Digital Objects in Evolving Environments - IDC...
 
Technical appraisal and change impact analysis - IDCC17 workshop
Technical appraisal and change impact analysis - IDCC17 workshopTechnical appraisal and change impact analysis - IDCC17 workshop
Technical appraisal and change impact analysis - IDCC17 workshop
 
ForgetIT: human memory inspired Information Model
ForgetIT: human memory inspired Information ModelForgetIT: human memory inspired Information Model
ForgetIT: human memory inspired Information Model
 
Data quality, preservation and access: a DANS perspective
Data quality, preservation and access: a DANS perspectiveData quality, preservation and access: a DANS perspective
Data quality, preservation and access: a DANS perspective
 
Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...
Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...
Proactive Evolution management in Data-centric SW ecosystems - Acting on Chan...
 
Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...
Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...
Digital Preservation in the era of Big Data - The Diachron Platform - Acting ...
 
Detecting Semantic Drift for ontology maintenance - Acting on Change 2016
Detecting Semantic Drift for ontology maintenance - Acting on Change 2016Detecting Semantic Drift for ontology maintenance - Acting on Change 2016
Detecting Semantic Drift for ontology maintenance - Acting on Change 2016
 
Filling the Digital Preservation Gap - Acting on Change
Filling the Digital Preservation Gap - Acting on ChangeFilling the Digital Preservation Gap - Acting on Change
Filling the Digital Preservation Gap - Acting on Change
 
Risk assessment for preservation in the active life of complex digital object...
Risk assessment for preservation in the active life of complex digital object...Risk assessment for preservation in the active life of complex digital object...
Risk assessment for preservation in the active life of complex digital object...
 
Technical Appraisal Tool, MICE - Acting on Change 2016
Technical Appraisal Tool, MICE - Acting on Change 2016Technical Appraisal Tool, MICE - Acting on Change 2016
Technical Appraisal Tool, MICE - Acting on Change 2016
 
PERICLES Workflow for the automated updating of Digital Ecosystem Models with...
PERICLES Workflow for the automated updating of Digital Ecosystem Models with...PERICLES Workflow for the automated updating of Digital Ecosystem Models with...
PERICLES Workflow for the automated updating of Digital Ecosystem Models with...
 
Capability gap - Preservation isn't just throwing tools at the problem - Acti...
Capability gap - Preservation isn't just throwing tools at the problem - Acti...Capability gap - Preservation isn't just throwing tools at the problem - Acti...
Capability gap - Preservation isn't just throwing tools at the problem - Acti...
 
Automatic policy application and change management - Acting on Change 2016
Automatic policy application and change management - Acting on Change 2016Automatic policy application and change management - Acting on Change 2016
Automatic policy application and change management - Acting on Change 2016
 
Reproducibile scientific workflows - Acting on Change 2016
Reproducibile scientific workflows - Acting on Change 2016Reproducibile scientific workflows - Acting on Change 2016
Reproducibile scientific workflows - Acting on Change 2016
 
PERICLES Policy management & ontology supported preservation - Acting on Chan...
PERICLES Policy management & ontology supported preservation - Acting on Chan...PERICLES Policy management & ontology supported preservation - Acting on Chan...
PERICLES Policy management & ontology supported preservation - Acting on Chan...
 
PERICLES Modelling Policies - Acting on Change 2016
PERICLES Modelling Policies - Acting on Change 2016PERICLES Modelling Policies - Acting on Change 2016
PERICLES Modelling Policies - Acting on Change 2016
 
PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016
PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016
PERICLES Ecosystem Modelling (NCDD use case) - Acting on Change 2016
 
PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...
PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...
PERICLES Process Compiler - ‘Eye of the Storm: Preserving Digital Content in ...
 
PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...
PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...
PERICLES Building Digital Ecosystem Models - ‘Eye of the Storm: Preserving Di...
 

Recently uploaded

Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAndikSusilo4
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
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
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
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
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
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
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 

Recently uploaded (20)

Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & Application
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
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
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
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
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 

Pro-active solutions for higher reproducibility of scientific experiments - Acting on Change 2016

Editor's Notes

  1. I would like to present my understanding of what an actionable and machine-readable DMP is what is its role and how it integrates with existing solution DMP is not to substitute workflow engine, virtualisation, containers, virtual environments, interactive notebooks DMP should be a single point of information about the processing done in the expeirment. DMPs can be hosted at repositories DMP groups all this information and allows exchange of information between systems DMP is machine-readable, but information contained inside can be displayed for reporting to the user