SlideShare a Scribd company logo
1 of 35
MESUR Making Use and Sense of Scholarly Usage Data <http://www.mesur.org> Johan Bollen  -  [email_address]   Herbert Van de Sompel  - herbertv@lanl.gov Digital Library Research & Prototyping Team Research Library Los Alamos National Laboratory, USA Acknowledgements: Marko A. Rodriguez (LANL), Ryan Chute (LANL),  Lyudmila L. Balakireva (LANL),  Aric Hagberg (LANL), Luis Bettencourt (LANL) The MESUR research was funded by the Andrew W. Mellon Foundation
MESUR is Paradigm Shift Material ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The Promise of Usage Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
And the Obvious Challenges of Usage Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network-Based Metrics ,[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],[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],[object Object],[object Object],Network-Based Metrics
PageRank computed on Citation Network 2003 JCR, Science Edition 5709 journals
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],MESUR: A Thorough, Scientific Approach
[object Object],[object Object],[object Object],[object Object],1 2 3 4 MESUR: Project Phases
1 2 3 4 MESUR: Project Phases ,[object Object],[object Object],[object Object],[object Object]
How to Obtain 1,000,000,000 Usage Events? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Some Minimal Requirements for Usage Data ,[object Object],[object Object],[object Object]
1 2 3 4 MESUR: Project Phases ,[object Object],[object Object],[object Object],[object Object]
Data set: subset of MESUR ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Generating a Network from Usage Data ,[object Object],[object Object],[object Object],j1 j2 j3 1 1 1
Visualizing a Usage-Based Network ,[object Object],[object Object],[object Object],[object Object],Bollen J,  Van de Sompel H,  Hagberg A,  Bettencourt L,  Chute R,  et al. 2009 Clickstream Data Yields High-Resolution Maps of Science. PLoS ONE 4(3): e4803. DOI: 10.1371/journal.pone.0004803
Ā 
Yes, relevant structure in Usage-Based Map!
Validating the Usage-Based Map ,[object Object],[object Object]
Ā 
1 2 3 4 MESUR: Project Phases ,[object Object],[object Object],[object Object],[object Object]
Metrics Computed for Usage and Citation Data Bollen J,  Van de Sompel H,  Hagberg A, Chute R. 2009 A principal component analysis of 39 scientific impact measures.  http://arxiv.org/abs/0902.2183  Submitted to PLoS ONE
Citation Network Rankings 2004 Impact Factor value journal 1  49.794 CANCER 2  47.400 ANNU REV IMMUNOL 3  44.016 NEW ENGL J MED 4  33.456 ANNU REV BIOCHEM 5  31.694 NAT REV CANCER Citation Pagerank value  journal 1  0.0116 SCIENCE 2  0.0111 J BIOL CHEM 3  0.0108 NATURE 4  0.0101 PNAS 5  0.006 PHYS REV LETT betweenness value journal 1  0.076 PNAS 2  0.072 SCIENCE 3  0.059 NATURE 4  0.039 LECT NOTES COMPUT SC 5  0.017 LANCET Closeness value journal 1  7.02e-05 PNAS 2  6.72e-05 LECT NOTES COMPUT SC 3  6.43e-05 NATURE 4  6.37e-05 SCIENCE 5  6.37e-05 J BIOL CHEM In-Degree   value  journal 1  3448 SCIENCE 2  3182 NATURE 3  2913  PNAS 4  2190 LANCET 5  2160 NEW ENGL J MED In-degree entropy   Value journal 1  9.849 LANCET 2  9.748 SCIENCE 3  9.701 NEW ENGL J MED 4  9.611 NATURE 5  9.526 JAMA
Usage Network Rankings In-Degree   value  journal 1  4195 SCIENCE 2  4019 NATURE 3  3562 PNAS 4  2438 J BIOL CHEM 5  2432  LNCS In-degree entropy   Value journal 1  9.364 MED HYPOTHESES 2  9.152 PNAS 3  9.027 LIFE SCI 4  8.939 LANCET 5  8.858 INT J BIOCHEM CELL B betweenness value journal 1  0.035 SCIENCE 2  0.032 NATURE 3  0.020 PNAS 4  0.017 LNCS 5  0.006 LANCET Closeness value journal 1  0.670 SCIENCE 2  0.665 NATURE 3  0.644 PNAS 4  0.591 LNCS 5  0.587 BIOCHEM BIOPH RES CO Pagerank value  journal 1  0.0016 SCIENCE 2  0.0015 NATURE 3  0.0013 PNAS 4  0.0010 LNCS 5  0.0008 J BIOL CHEM 2004 Impact Factor value journal 1  49.794 CANCER 2  47.400 ANNU REV IMMUNOL 3  44.016 NEW ENGL J MED 4  33.456 ANNU REV BIOCHEM 5  31.694 NAT REV CANCER
Metric Correlations: Metric Maps m 1 m1  m2  m3  m4  m5  m6  m7  m8  m9  m10 m1 1.00 0.75 0.67 0.61 0.46 0.57 0.99 0.79 0.79 0.40 m2 0.75 1.00 0.96 0.81 0.82 0.83 0.73 0.68 0.69 0.77 m3 0.67 0.96 1.00 0.77 0.77 0.81 0.65 0.62 0.63 0.72 m4 0.61 0.81 0.77 1.00 0.64 0.67 0.60 0.50 0.51 0.64 m5 0.46 0.82 0.77 0.64 1.00 0.92 0.44 0.57 0.58 0.89 m6 0.57 0.83 0.81 0.67 0.92 1.00 0.55 0.65 0.66 0.77 m7 0.99 0.73 0.65 0.60 0.44 0.55 1.00 0.78 0.79 0.39 m8 0.79 0.68 0.62 0.50 0.57 0.65 0.78 1.00 0.99 0.54 m9 0.79 0.69 0.63 0.51 0.58 0.66 0.79 0.99 1.00 0.55 m1 0.40 0.77 0.72 0.64 0.89 0.77 0.39 0.54 0.55 1.00 0 metric 1 metric 2 m 2 0.5 m 3 0.7 0.6 0.3 0.2 m 4 0.1 m 5 0.8 0.3 m 6 0.9 0.9
The MESUR Metrics Map
1 2 3 4 MESUR: Project Phases ,[object Object],[object Object],[object Object],[object Object]
MESUR Services ā€“ http://www.mesur.org/services/
MESUR Services: Metrics Explorer
MESUR Services: Metrics Explorer
MESUR Services: Metrics Explorer
MESUR Services: Metrics Explorer
MESUR: the good ... ,[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],[object Object],[object Object],[object Object],[object Object],MESUR: the bad and the ugly ā€¦
Publications related to MESUR Johan Bollen,  Herbert Van de Sompel, Aric Hagberg, Luis Bettencourt, Ryan Chute, Marko A. Rodriguez, Lyudmila Balakireva.  Clickstream data yields high-resolution maps of science.  PLoS One, March 2009. Johan Bollen, Herbert Van de Sompel, Aric HagBerg, Ryan Chute.  A principal component analysis of 39 scientiļ¬c impact measures.   arXiv.org/abs/0902.2183 Johan Bollen, Herbert Van de Sompel, and Marko A. Rodriguez.  Towards usage-based impact metrics: first results from the MESUR project.  In Proceedings of the Joint Conference on Digital Libraries, Pittsburgh, June 2008 Marko A. Rodriguez, Johan Bollen and Herbert Van de Sompel.  A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and their Usage,  In Proceedings of the Joint Conference on Digital Libraries, Vancouver, June 2007 Johan Bollen and Herbert Van de Sompel.  Usage Impact Factor: the effects of sample characteristics on  usage-based impact metrics.  (cs.DL/0610154) Johan Bollen and Herbert Van   de Sompel.  An architecture for the aggregation and analysis of scholarly usage data.  In Joint Conference on Digital Libraries (JCDL2006),  pages 298 - 307, June 2006. Johan Bollen and Herbert Van de Sompel.  Mapping the structure of science through usage.  Scientometrics, 69(2), 2006. Johan  Bollen, Marko A. Rodriguez, and Herbert Van de   Sompel.  Journal status.  Scientometrics, 69(3), December 2006 (arxiv.org:cs.DL/0601030)  Johan  Bollen, Herbert Van de Sompel, Joan Smith, and Rick Luce.  Toward alternative metrics of  journal impact: a comparison of download and citation data.  Information Processing and Management, 41(6):1419 - 1440, 2005.

More Related Content

What's hot

Museum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on themMuseum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on themRoss Mounce
Ā 
The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...
The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...
The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...Herbert Van de Sompel
Ā 
Modern Tools & Rationales for 21st Century Research
Modern Tools & Rationales  for 21st Century ResearchModern Tools & Rationales  for 21st Century Research
Modern Tools & Rationales for 21st Century ResearchRoss Mounce
Ā 
Being FAIR: FAIR data and model management SSBSS 2017 Summer School
Being FAIR:  FAIR data and model management SSBSS 2017 Summer SchoolBeing FAIR:  FAIR data and model management SSBSS 2017 Summer School
Being FAIR: FAIR data and model management SSBSS 2017 Summer SchoolCarole Goble
Ā 
Advances in Scientific Workflow Environments
Advances in Scientific Workflow EnvironmentsAdvances in Scientific Workflow Environments
Advances in Scientific Workflow EnvironmentsCarole Goble
Ā 
What is Reproducibility? The R* brouhaha (and how Research Objects can help)
What is Reproducibility? The R* brouhaha (and how Research Objects can help)What is Reproducibility? The R* brouhaha (and how Research Objects can help)
What is Reproducibility? The R* brouhaha (and how Research Objects can help)Carole Goble
Ā 
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...Ross Mounce
Ā 
FAIRy Stories
FAIRy StoriesFAIRy Stories
FAIRy StoriesCarole Goble
Ā 
FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...
FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...
FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...Carole Goble
Ā 
Reproducibility, Research Objects and Reality, Leiden 2016
Reproducibility, Research Objects and Reality, Leiden 2016Reproducibility, Research Objects and Reality, Leiden 2016
Reproducibility, Research Objects and Reality, Leiden 2016Carole Goble
Ā 
The Rhetoric of Research Objects
The Rhetoric of Research ObjectsThe Rhetoric of Research Objects
The Rhetoric of Research ObjectsCarole Goble
Ā 
FAIR History and the Future
FAIR History and the FutureFAIR History and the Future
FAIR History and the FutureCarole Goble
Ā 
Aspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth ScienceAspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth ScienceRaul Palma
Ā 
Research Objects: more than the sum of the parts
Research Objects: more than the sum of the partsResearch Objects: more than the sum of the parts
Research Objects: more than the sum of the partsCarole Goble
Ā 
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksResults Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksCarole Goble
Ā 
FAIR Data, Operations and Model management for Systems Biology and Systems Me...
FAIR Data, Operations and Model management for Systems Biology and Systems Me...FAIR Data, Operations and Model management for Systems Biology and Systems Me...
FAIR Data, Operations and Model management for Systems Biology and Systems Me...Carole Goble
Ā 
Dagstuhl "Future" sesssion intro slides
Dagstuhl "Future" sesssion intro slidesDagstuhl "Future" sesssion intro slides
Dagstuhl "Future" sesssion intro slidesTim Clark
Ā 
FAIR Workflows and Research Objects get a Workout
FAIR Workflows and Research Objects get a Workout FAIR Workflows and Research Objects get a Workout
FAIR Workflows and Research Objects get a Workout Carole Goble
Ā 
FAIRer Research
FAIRer ResearchFAIRer Research
FAIRer ResearchCarole Goble
Ā 

What's hot (20)

Museum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on themMuseum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on them
Ā 
The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...
The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...
The OAI-ORE Interoperability Framework in the Context of the Current Scholarl...
Ā 
Modern Tools & Rationales for 21st Century Research
Modern Tools & Rationales  for 21st Century ResearchModern Tools & Rationales  for 21st Century Research
Modern Tools & Rationales for 21st Century Research
Ā 
Being FAIR: FAIR data and model management SSBSS 2017 Summer School
Being FAIR:  FAIR data and model management SSBSS 2017 Summer SchoolBeing FAIR:  FAIR data and model management SSBSS 2017 Summer School
Being FAIR: FAIR data and model management SSBSS 2017 Summer School
Ā 
Advances in Scientific Workflow Environments
Advances in Scientific Workflow EnvironmentsAdvances in Scientific Workflow Environments
Advances in Scientific Workflow Environments
Ā 
What is Reproducibility? The R* brouhaha (and how Research Objects can help)
What is Reproducibility? The R* brouhaha (and how Research Objects can help)What is Reproducibility? The R* brouhaha (and how Research Objects can help)
What is Reproducibility? The R* brouhaha (and how Research Objects can help)
Ā 
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Ā 
FAIRy Stories
FAIRy StoriesFAIRy Stories
FAIRy Stories
Ā 
FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...
FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...
FAIR Software (and Data) Citation: Europe, Research Object Systems, Networks ...
Ā 
Reproducibility, Research Objects and Reality, Leiden 2016
Reproducibility, Research Objects and Reality, Leiden 2016Reproducibility, Research Objects and Reality, Leiden 2016
Reproducibility, Research Objects and Reality, Leiden 2016
Ā 
The Rhetoric of Research Objects
The Rhetoric of Research ObjectsThe Rhetoric of Research Objects
The Rhetoric of Research Objects
Ā 
FAIR History and the Future
FAIR History and the FutureFAIR History and the Future
FAIR History and the Future
Ā 
Aspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth ScienceAspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth Science
Ā 
ROHub
ROHubROHub
ROHub
Ā 
Research Objects: more than the sum of the parts
Research Objects: more than the sum of the partsResearch Objects: more than the sum of the parts
Research Objects: more than the sum of the parts
Ā 
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksResults Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Ā 
FAIR Data, Operations and Model management for Systems Biology and Systems Me...
FAIR Data, Operations and Model management for Systems Biology and Systems Me...FAIR Data, Operations and Model management for Systems Biology and Systems Me...
FAIR Data, Operations and Model management for Systems Biology and Systems Me...
Ā 
Dagstuhl "Future" sesssion intro slides
Dagstuhl "Future" sesssion intro slidesDagstuhl "Future" sesssion intro slides
Dagstuhl "Future" sesssion intro slides
Ā 
FAIR Workflows and Research Objects get a Workout
FAIR Workflows and Research Objects get a Workout FAIR Workflows and Research Objects get a Workout
FAIR Workflows and Research Objects get a Workout
Ā 
FAIRer Research
FAIRer ResearchFAIRer Research
FAIRer Research
Ā 

Viewers also liked

An HTTP-Based Versioning Mechanism for Linked Data
An HTTP-Based Versioning Mechanism for Linked DataAn HTTP-Based Versioning Mechanism for Linked Data
An HTTP-Based Versioning Mechanism for Linked DataHerbert Van de Sompel
Ā 
Memento: Time Travel for the Web
Memento: Time Travel for the WebMemento: Time Travel for the Web
Memento: Time Travel for the WebHerbert Van de Sompel
Ā 
Augmenting interoperability across scholarly repositories
Augmenting interoperability across scholarly repositoriesAugmenting interoperability across scholarly repositories
Augmenting interoperability across scholarly repositoriesHerbert Van de Sompel
Ā 
An Overview of the OAI Object Reuse and Exchange Interoperability Framework
An Overview of the OAI Object Reuse and Exchange Interoperability FrameworkAn Overview of the OAI Object Reuse and Exchange Interoperability Framework
An Overview of the OAI Object Reuse and Exchange Interoperability FrameworkHerbert Van de Sompel
Ā 
Attempts at innovation in scholarly communication
Attempts at innovation in scholarly communicationAttempts at innovation in scholarly communication
Attempts at innovation in scholarly communicationHerbert Van de Sompel
Ā 
Open Archives Initiative Object Re-Use & Exchange
Open Archives Initiative Object Re-Use & ExchangeOpen Archives Initiative Object Re-Use & Exchange
Open Archives Initiative Object Re-Use & ExchangeHerbert Van de Sompel
Ā 
The bX project: Federating and Mining Usage Logs from Linking Servers
The bX project: Federating and Mining Usage Logs from Linking ServersThe bX project: Federating and Mining Usage Logs from Linking Servers
The bX project: Federating and Mining Usage Logs from Linking ServersHerbert Van de Sompel
Ā 
The Web as infrastructure for scholarly research and communication
The Web as infrastructure for scholarly research and communicationThe Web as infrastructure for scholarly research and communication
The Web as infrastructure for scholarly research and communicationHerbert Van de Sompel
Ā 
Hiberlink: Investigating Reference Rot, December 2013
Hiberlink: Investigating Reference Rot, December 2013Hiberlink: Investigating Reference Rot, December 2013
Hiberlink: Investigating Reference Rot, December 2013Herbert Van de Sompel
Ā 
Motivation, inspiration and innovation from frustration
Motivation, inspiration and innovation from frustrationMotivation, inspiration and innovation from frustration
Motivation, inspiration and innovation from frustrationHerbert Van de Sompel
Ā 
A Perspective on Archiving the Scholarly Record
A Perspective on Archiving the Scholarly RecordA Perspective on Archiving the Scholarly Record
A Perspective on Archiving the Scholarly RecordHerbert Van de Sompel
Ā 
OAC Presentation at CNI 09 Fall Forum
OAC Presentation at CNI 09 Fall ForumOAC Presentation at CNI 09 Fall Forum
OAC Presentation at CNI 09 Fall ForumRobert Sanderson
Ā 
The aDORe Federation Architecture
The aDORe Federation ArchitectureThe aDORe Federation Architecture
The aDORe Federation ArchitectureHerbert Van de Sompel
Ā 
Memento: Big Leaps Towards Seamless Navigation of the Web of the Past
Memento: Big Leaps Towards Seamless Navigation of the Web of the PastMemento: Big Leaps Towards Seamless Navigation of the Web of the Past
Memento: Big Leaps Towards Seamless Navigation of the Web of the PastHerbert Van de Sompel
Ā 
DBpedia Archive using Memento, Triple Pattern Fragments, and HDT
DBpedia Archive using Memento, Triple Pattern Fragments, and HDTDBpedia Archive using Memento, Triple Pattern Fragments, and HDT
DBpedia Archive using Memento, Triple Pattern Fragments, and HDTHerbert Van de Sompel
Ā 

Viewers also liked (20)

An HTTP-Based Versioning Mechanism for Linked Data
An HTTP-Based Versioning Mechanism for Linked DataAn HTTP-Based Versioning Mechanism for Linked Data
An HTTP-Based Versioning Mechanism for Linked Data
Ā 
Memento: Time Travel for the Web
Memento: Time Travel for the WebMemento: Time Travel for the Web
Memento: Time Travel for the Web
Ā 
PID Signposting Pattern
PID Signposting PatternPID Signposting Pattern
PID Signposting Pattern
Ā 
Augmenting interoperability across scholarly repositories
Augmenting interoperability across scholarly repositoriesAugmenting interoperability across scholarly repositories
Augmenting interoperability across scholarly repositories
Ā 
An Overview of the OAI Object Reuse and Exchange Interoperability Framework
An Overview of the OAI Object Reuse and Exchange Interoperability FrameworkAn Overview of the OAI Object Reuse and Exchange Interoperability Framework
An Overview of the OAI Object Reuse and Exchange Interoperability Framework
Ā 
Attempts at innovation in scholarly communication
Attempts at innovation in scholarly communicationAttempts at innovation in scholarly communication
Attempts at innovation in scholarly communication
Ā 
Open Archives Initiative Object Re-Use & Exchange
Open Archives Initiative Object Re-Use & ExchangeOpen Archives Initiative Object Re-Use & Exchange
Open Archives Initiative Object Re-Use & Exchange
Ā 
The bX project: Federating and Mining Usage Logs from Linking Servers
The bX project: Federating and Mining Usage Logs from Linking ServersThe bX project: Federating and Mining Usage Logs from Linking Servers
The bX project: Federating and Mining Usage Logs from Linking Servers
Ā 
the UPS protoproto project
the UPS protoproto projectthe UPS protoproto project
the UPS protoproto project
Ā 
The djatoka Image Server
The djatoka Image ServerThe djatoka Image Server
The djatoka Image Server
Ā 
The Roof is on Fire
The Roof is on FireThe Roof is on Fire
The Roof is on Fire
Ā 
The Web as infrastructure for scholarly research and communication
The Web as infrastructure for scholarly research and communicationThe Web as infrastructure for scholarly research and communication
The Web as infrastructure for scholarly research and communication
Ā 
Hiberlink: Investigating Reference Rot, December 2013
Hiberlink: Investigating Reference Rot, December 2013Hiberlink: Investigating Reference Rot, December 2013
Hiberlink: Investigating Reference Rot, December 2013
Ā 
Motivation, inspiration and innovation from frustration
Motivation, inspiration and innovation from frustrationMotivation, inspiration and innovation from frustration
Motivation, inspiration and innovation from frustration
Ā 
A Perspective on Archiving the Scholarly Record
A Perspective on Archiving the Scholarly RecordA Perspective on Archiving the Scholarly Record
A Perspective on Archiving the Scholarly Record
Ā 
OAC Presentation at CNI 09 Fall Forum
OAC Presentation at CNI 09 Fall ForumOAC Presentation at CNI 09 Fall Forum
OAC Presentation at CNI 09 Fall Forum
Ā 
The aDORe Federation Architecture
The aDORe Federation ArchitectureThe aDORe Federation Architecture
The aDORe Federation Architecture
Ā 
Memento: Big Leaps Towards Seamless Navigation of the Web of the Past
Memento: Big Leaps Towards Seamless Navigation of the Web of the PastMemento: Big Leaps Towards Seamless Navigation of the Web of the Past
Memento: Big Leaps Towards Seamless Navigation of the Web of the Past
Ā 
DBpedia Archive using Memento, Triple Pattern Fragments, and HDT
DBpedia Archive using Memento, Triple Pattern Fragments, and HDTDBpedia Archive using Memento, Triple Pattern Fragments, and HDT
DBpedia Archive using Memento, Triple Pattern Fragments, and HDT
Ā 
Untitled I: Challenges ahead
Untitled I: Challenges aheadUntitled I: Challenges ahead
Untitled I: Challenges ahead
Ā 

Similar to MESUR: Making sense and use of usage data

Scientometric approaches to classification
Scientometric approaches to classificationScientometric approaches to classification
Scientometric approaches to classificationNees Jan van Eck
Ā 
OII Summer Doctoral Programme 2010: Global brain by Meyer & Schroeder
OII Summer Doctoral Programme 2010: Global brain by Meyer & SchroederOII Summer Doctoral Programme 2010: Global brain by Meyer & Schroeder
OII Summer Doctoral Programme 2010: Global brain by Meyer & SchroederEric Meyer
Ā 
2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)Michael Atkins
Ā 
A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...
A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...
A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...Marko Rodriguez
Ā 
Usage Statistics & Information Behaviors: understanding User Behavior with Qu...
Usage Statistics & Information Behaviors: understanding User Behavior with Qu...Usage Statistics & Information Behaviors: understanding User Behavior with Qu...
Usage Statistics & Information Behaviors: understanding User Behavior with Qu...John McDonald
Ā 
Sansone bio sharing introduction
Sansone bio sharing introductionSansone bio sharing introduction
Sansone bio sharing introductionMIBBI Checklists
Ā 
Visual exploration of scientific literature using VOSviewer and CitNetExplorer
Visual exploration of scientific literature using VOSviewer and CitNetExplorerVisual exploration of scientific literature using VOSviewer and CitNetExplorer
Visual exploration of scientific literature using VOSviewer and CitNetExplorerNees Jan van Eck
Ā 
Where to publish_130709
Where to publish_130709Where to publish_130709
Where to publish_130709opl10
Ā 
Creating an Urban Legend: A System for Electrophysiology Data Management and ...
Creating an Urban Legend: A System for Electrophysiology Data Management and ...Creating an Urban Legend: A System for Electrophysiology Data Management and ...
Creating an Urban Legend: A System for Electrophysiology Data Management and ...Anita de Waard
Ā 
Collins seattle-2014-final
Collins seattle-2014-finalCollins seattle-2014-final
Collins seattle-2014-finalinside-BigData.com
Ā 
Artificial Neural Network Analysis in Food Science
Artificial Neural Network Analysis in Food ScienceArtificial Neural Network Analysis in Food Science
Artificial Neural Network Analysis in Food ScienceIRJET Journal
Ā 
informatics_future.pdf
informatics_future.pdfinformatics_future.pdf
informatics_future.pdfAdhySugara2
Ā 
How to use science maps to navigate large information spaces? What is the lin...
How to use science maps to navigate large information spaces? What is the lin...How to use science maps to navigate large information spaces? What is the lin...
How to use science maps to navigate large information spaces? What is the lin...Andrea Scharnhorst
Ā 
Large-scale visualization of science
Large-scale visualization of scienceLarge-scale visualization of science
Large-scale visualization of scienceNees Jan van Eck
Ā 
Public data archiving: Who does? Who doesn't? What can we do about it?
Public data archiving: Who does?  Who doesn't?  What can we do about it?Public data archiving: Who does?  Who doesn't?  What can we do about it?
Public data archiving: Who does? Who doesn't? What can we do about it?Heather Piwowar
Ā 
Publication strategy for LEI
Publication strategy for LEIPublication strategy for LEI
Publication strategy for LEIWouter Gerritsma
Ā 

Similar to MESUR: Making sense and use of usage data (20)

Scientometric approaches to classification
Scientometric approaches to classificationScientometric approaches to classification
Scientometric approaches to classification
Ā 
Sensors1(1)
Sensors1(1)Sensors1(1)
Sensors1(1)
Ā 
OII Summer Doctoral Programme 2010: Global brain by Meyer & Schroeder
OII Summer Doctoral Programme 2010: Global brain by Meyer & SchroederOII Summer Doctoral Programme 2010: Global brain by Meyer & Schroeder
OII Summer Doctoral Programme 2010: Global brain by Meyer & Schroeder
Ā 
2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)
Ā 
A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...
A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...
A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and ...
Ā 
Usage Statistics & Information Behaviors: understanding User Behavior with Qu...
Usage Statistics & Information Behaviors: understanding User Behavior with Qu...Usage Statistics & Information Behaviors: understanding User Behavior with Qu...
Usage Statistics & Information Behaviors: understanding User Behavior with Qu...
Ā 
Sansone bio sharing introduction
Sansone bio sharing introductionSansone bio sharing introduction
Sansone bio sharing introduction
Ā 
Visual exploration of scientific literature using VOSviewer and CitNetExplorer
Visual exploration of scientific literature using VOSviewer and CitNetExplorerVisual exploration of scientific literature using VOSviewer and CitNetExplorer
Visual exploration of scientific literature using VOSviewer and CitNetExplorer
Ā 
Where to publish_130709
Where to publish_130709Where to publish_130709
Where to publish_130709
Ā 
Creating an Urban Legend: A System for Electrophysiology Data Management and ...
Creating an Urban Legend: A System for Electrophysiology Data Management and ...Creating an Urban Legend: A System for Electrophysiology Data Management and ...
Creating an Urban Legend: A System for Electrophysiology Data Management and ...
Ā 
Sansone mibbi-intro
Sansone mibbi-introSansone mibbi-intro
Sansone mibbi-intro
Ā 
Collins seattle-2014-final
Collins seattle-2014-finalCollins seattle-2014-final
Collins seattle-2014-final
Ā 
Artificial Neural Network Analysis in Food Science
Artificial Neural Network Analysis in Food ScienceArtificial Neural Network Analysis in Food Science
Artificial Neural Network Analysis in Food Science
Ā 
informatics_future.pdf
informatics_future.pdfinformatics_future.pdf
informatics_future.pdf
Ā 
How to use science maps to navigate large information spaces? What is the lin...
How to use science maps to navigate large information spaces? What is the lin...How to use science maps to navigate large information spaces? What is the lin...
How to use science maps to navigate large information spaces? What is the lin...
Ā 
ISA - a short overview - Dec 2013
ISA - a short overview - Dec 2013ISA - a short overview - Dec 2013
ISA - a short overview - Dec 2013
Ā 
Large-scale visualization of science
Large-scale visualization of scienceLarge-scale visualization of science
Large-scale visualization of science
Ā 
[IJCT-V3I3P1] Authors: Sunny Sharma, Karandeep Kaur, Amritpal Singh
[IJCT-V3I3P1] Authors: Sunny Sharma, Karandeep Kaur, Amritpal Singh[IJCT-V3I3P1] Authors: Sunny Sharma, Karandeep Kaur, Amritpal Singh
[IJCT-V3I3P1] Authors: Sunny Sharma, Karandeep Kaur, Amritpal Singh
Ā 
Public data archiving: Who does? Who doesn't? What can we do about it?
Public data archiving: Who does?  Who doesn't?  What can we do about it?Public data archiving: Who does?  Who doesn't?  What can we do about it?
Public data archiving: Who does? Who doesn't? What can we do about it?
Ā 
Publication strategy for LEI
Publication strategy for LEIPublication strategy for LEI
Publication strategy for LEI
Ā 

More from Herbert Van de Sompel

The web is rotting and what to do about it
The web is rotting and what to do about itThe web is rotting and what to do about it
The web is rotting and what to do about itHerbert Van de Sompel
Ā 
Researcher Pod: Scholarly Communication Using the Decentralized Web
Researcher Pod: Scholarly Communication Using the Decentralized WebResearcher Pod: Scholarly Communication Using the Decentralized Web
Researcher Pod: Scholarly Communication Using the Decentralized WebHerbert Van de Sompel
Ā 
Persistent Identification: Easier Said than Done
Persistent Identification: Easier Said than DonePersistent Identification: Easier Said than Done
Persistent Identification: Easier Said than DoneHerbert Van de Sompel
Ā 
FAIR Signposting: A KISS Approach to a Burning Issue
FAIR Signposting: A KISS Approach to a Burning IssueFAIR Signposting: A KISS Approach to a Burning Issue
FAIR Signposting: A KISS Approach to a Burning IssueHerbert Van de Sompel
Ā 
Registration / Certification Interoperability Architecture (overlay peer-review)
Registration / Certification Interoperability Architecture (overlay peer-review)Registration / Certification Interoperability Architecture (overlay peer-review)
Registration / Certification Interoperability Architecture (overlay peer-review)Herbert Van de Sompel
Ā 
Collecting the organizational scholarly record
Collecting the organizational scholarly recordCollecting the organizational scholarly record
Collecting the organizational scholarly recordHerbert Van de Sompel
Ā 
To the Rescue of Scholarly Orphans
To the Rescue of Scholarly OrphansTo the Rescue of Scholarly Orphans
To the Rescue of Scholarly OrphansHerbert Van de Sompel
Ā 
Achieving Link Integrity for Managed Collections
Achieving Link Integrity for Managed CollectionsAchieving Link Integrity for Managed Collections
Achieving Link Integrity for Managed CollectionsHerbert Van de Sompel
Ā 
Signposting Overview (Version November 2017)
Signposting Overview (Version November 2017)Signposting Overview (Version November 2017)
Signposting Overview (Version November 2017)Herbert Van de Sompel
Ā 
Interoperability for web based scholarship
Interoperability for web based scholarshipInteroperability for web based scholarship
Interoperability for web based scholarshipHerbert Van de Sompel
Ā 
Reminiscing about interoperability
Reminiscing about interoperabilityReminiscing about interoperability
Reminiscing about interoperabilityHerbert Van de Sompel
Ā 
Creating Pockets of Persistence
Creating Pockets of PersistenceCreating Pockets of Persistence
Creating Pockets of PersistenceHerbert Van de Sompel
Ā 
Persistent Identifiers and the Web: The Need for an Unambiguous Mapping
Persistent Identifiers and the Web: The Need for an Unambiguous MappingPersistent Identifiers and the Web: The Need for an Unambiguous Mapping
Persistent Identifiers and the Web: The Need for an Unambiguous MappingHerbert Van de Sompel
Ā 

More from Herbert Van de Sompel (20)

The web is rotting and what to do about it
The web is rotting and what to do about itThe web is rotting and what to do about it
The web is rotting and what to do about it
Ā 
Researcher Pod: Scholarly Communication Using the Decentralized Web
Researcher Pod: Scholarly Communication Using the Decentralized WebResearcher Pod: Scholarly Communication Using the Decentralized Web
Researcher Pod: Scholarly Communication Using the Decentralized Web
Ā 
Persistent Identification: Easier Said than Done
Persistent Identification: Easier Said than DonePersistent Identification: Easier Said than Done
Persistent Identification: Easier Said than Done
Ā 
FAIR Signposting: A KISS Approach to a Burning Issue
FAIR Signposting: A KISS Approach to a Burning IssueFAIR Signposting: A KISS Approach to a Burning Issue
FAIR Signposting: A KISS Approach to a Burning Issue
Ā 
Registration / Certification Interoperability Architecture (overlay peer-review)
Registration / Certification Interoperability Architecture (overlay peer-review)Registration / Certification Interoperability Architecture (overlay peer-review)
Registration / Certification Interoperability Architecture (overlay peer-review)
Ā 
Collecting the organizational scholarly record
Collecting the organizational scholarly recordCollecting the organizational scholarly record
Collecting the organizational scholarly record
Ā 
To the Rescue of Scholarly Orphans
To the Rescue of Scholarly OrphansTo the Rescue of Scholarly Orphans
To the Rescue of Scholarly Orphans
Ā 
Almost two decades at LANL
Almost two decades at LANLAlmost two decades at LANL
Almost two decades at LANL
Ā 
Perseverance on Persistence
Perseverance on PersistencePerseverance on Persistence
Perseverance on Persistence
Ā 
Paul Evan Peters Lecture
Paul Evan Peters LecturePaul Evan Peters Lecture
Paul Evan Peters Lecture
Ā 
Achieving Link Integrity for Managed Collections
Achieving Link Integrity for Managed CollectionsAchieving Link Integrity for Managed Collections
Achieving Link Integrity for Managed Collections
Ā 
Signposting Overview (Version November 2017)
Signposting Overview (Version November 2017)Signposting Overview (Version November 2017)
Signposting Overview (Version November 2017)
Ā 
Signposting Overview
Signposting OverviewSignposting Overview
Signposting Overview
Ā 
Interoperability for web based scholarship
Interoperability for web based scholarshipInteroperability for web based scholarship
Interoperability for web based scholarship
Ā 
Reminiscing about interoperability
Reminiscing about interoperabilityReminiscing about interoperability
Reminiscing about interoperability
Ā 
Creating Pockets of Persistence
Creating Pockets of PersistenceCreating Pockets of Persistence
Creating Pockets of Persistence
Ā 
ResourceSync Quick Overview
ResourceSync Quick OverviewResourceSync Quick Overview
ResourceSync Quick Overview
Ā 
Memento 101
Memento 101Memento 101
Memento 101
Ā 
ResourceSync Overview
ResourceSync OverviewResourceSync Overview
ResourceSync Overview
Ā 
Persistent Identifiers and the Web: The Need for an Unambiguous Mapping
Persistent Identifiers and the Web: The Need for an Unambiguous MappingPersistent Identifiers and the Web: The Need for an Unambiguous Mapping
Persistent Identifiers and the Web: The Need for an Unambiguous Mapping
Ā 

Recently uploaded

Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
Ā 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
Ā 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
Ā 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
Ā 
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
Ā 
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
Ā 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
Ā 
FULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | DelhiFULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | Delhisoniya singh
Ā 
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
Ā 
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
Ā 
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
Ā 
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
Ā 
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
Ā 
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
Ā 
WhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
Ā 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
Ā 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
Ā 
Scaling API-first ā€“ The story of a global engineering organization
Scaling API-first ā€“ The story of a global engineering organizationScaling API-first ā€“ The story of a global engineering organization
Scaling API-first ā€“ The story of a global engineering organizationRadu Cotescu
Ā 
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
Ā 
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
Ā 

Recently uploaded (20)

Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Ā 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
Ā 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
Ā 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
Ā 
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...
Ā 
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
Ā 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
Ā 
FULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | DelhiFULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY šŸ” 8264348440 šŸ” Call Girls in Diplomatic Enclave | Delhi
Ā 
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
Ā 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
Ā 
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...
Ā 
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
Ā 
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
Ā 
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
Ā 
WhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 āœ“Call Girls In Kalyan ( Mumbai ) secure service
Ā 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
Ā 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
Ā 
Scaling API-first ā€“ The story of a global engineering organization
Scaling API-first ā€“ The story of a global engineering organizationScaling API-first ā€“ The story of a global engineering organization
Scaling API-first ā€“ The story of a global engineering organization
Ā 
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
Ā 
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
Ā 

MESUR: Making sense and use of usage data

  • 1. MESUR Making Use and Sense of Scholarly Usage Data <http://www.mesur.org> Johan Bollen - [email_address] Herbert Van de Sompel - herbertv@lanl.gov Digital Library Research & Prototyping Team Research Library Los Alamos National Laboratory, USA Acknowledgements: Marko A. Rodriguez (LANL), Ryan Chute (LANL), Lyudmila L. Balakireva (LANL), Aric Hagberg (LANL), Luis Bettencourt (LANL) The MESUR research was funded by the Andrew W. Mellon Foundation
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7. PageRank computed on Citation Network 2003 JCR, Science Edition 5709 journals
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17. Ā 
  • 18. Yes, relevant structure in Usage-Based Map!
  • 19.
  • 20. Ā 
  • 21.
  • 22. Metrics Computed for Usage and Citation Data Bollen J, Van de Sompel H, Hagberg A, Chute R. 2009 A principal component analysis of 39 scientific impact measures. http://arxiv.org/abs/0902.2183 Submitted to PLoS ONE
  • 23. Citation Network Rankings 2004 Impact Factor value journal 1 49.794 CANCER 2 47.400 ANNU REV IMMUNOL 3 44.016 NEW ENGL J MED 4 33.456 ANNU REV BIOCHEM 5 31.694 NAT REV CANCER Citation Pagerank value journal 1 0.0116 SCIENCE 2 0.0111 J BIOL CHEM 3 0.0108 NATURE 4 0.0101 PNAS 5 0.006 PHYS REV LETT betweenness value journal 1 0.076 PNAS 2 0.072 SCIENCE 3 0.059 NATURE 4 0.039 LECT NOTES COMPUT SC 5 0.017 LANCET Closeness value journal 1 7.02e-05 PNAS 2 6.72e-05 LECT NOTES COMPUT SC 3 6.43e-05 NATURE 4 6.37e-05 SCIENCE 5 6.37e-05 J BIOL CHEM In-Degree value journal 1 3448 SCIENCE 2 3182 NATURE 3 2913 PNAS 4 2190 LANCET 5 2160 NEW ENGL J MED In-degree entropy Value journal 1 9.849 LANCET 2 9.748 SCIENCE 3 9.701 NEW ENGL J MED 4 9.611 NATURE 5 9.526 JAMA
  • 24. Usage Network Rankings In-Degree value journal 1 4195 SCIENCE 2 4019 NATURE 3 3562 PNAS 4 2438 J BIOL CHEM 5 2432 LNCS In-degree entropy Value journal 1 9.364 MED HYPOTHESES 2 9.152 PNAS 3 9.027 LIFE SCI 4 8.939 LANCET 5 8.858 INT J BIOCHEM CELL B betweenness value journal 1 0.035 SCIENCE 2 0.032 NATURE 3 0.020 PNAS 4 0.017 LNCS 5 0.006 LANCET Closeness value journal 1 0.670 SCIENCE 2 0.665 NATURE 3 0.644 PNAS 4 0.591 LNCS 5 0.587 BIOCHEM BIOPH RES CO Pagerank value journal 1 0.0016 SCIENCE 2 0.0015 NATURE 3 0.0013 PNAS 4 0.0010 LNCS 5 0.0008 J BIOL CHEM 2004 Impact Factor value journal 1 49.794 CANCER 2 47.400 ANNU REV IMMUNOL 3 44.016 NEW ENGL J MED 4 33.456 ANNU REV BIOCHEM 5 31.694 NAT REV CANCER
  • 25. Metric Correlations: Metric Maps m 1 m1 m2 m3 m4 m5 m6 m7 m8 m9 m10 m1 1.00 0.75 0.67 0.61 0.46 0.57 0.99 0.79 0.79 0.40 m2 0.75 1.00 0.96 0.81 0.82 0.83 0.73 0.68 0.69 0.77 m3 0.67 0.96 1.00 0.77 0.77 0.81 0.65 0.62 0.63 0.72 m4 0.61 0.81 0.77 1.00 0.64 0.67 0.60 0.50 0.51 0.64 m5 0.46 0.82 0.77 0.64 1.00 0.92 0.44 0.57 0.58 0.89 m6 0.57 0.83 0.81 0.67 0.92 1.00 0.55 0.65 0.66 0.77 m7 0.99 0.73 0.65 0.60 0.44 0.55 1.00 0.78 0.79 0.39 m8 0.79 0.68 0.62 0.50 0.57 0.65 0.78 1.00 0.99 0.54 m9 0.79 0.69 0.63 0.51 0.58 0.66 0.79 0.99 1.00 0.55 m1 0.40 0.77 0.72 0.64 0.89 0.77 0.39 0.54 0.55 1.00 0 metric 1 metric 2 m 2 0.5 m 3 0.7 0.6 0.3 0.2 m 4 0.1 m 5 0.8 0.3 m 6 0.9 0.9
  • 27.
  • 28. MESUR Services ā€“ http://www.mesur.org/services/
  • 33.
  • 34.
  • 35. Publications related to MESUR Johan Bollen, Herbert Van de Sompel, Aric Hagberg, Luis Bettencourt, Ryan Chute, Marko A. Rodriguez, Lyudmila Balakireva. Clickstream data yields high-resolution maps of science. PLoS One, March 2009. Johan Bollen, Herbert Van de Sompel, Aric HagBerg, Ryan Chute. A principal component analysis of 39 scientiļ¬c impact measures. arXiv.org/abs/0902.2183 Johan Bollen, Herbert Van de Sompel, and Marko A. Rodriguez. Towards usage-based impact metrics: first results from the MESUR project. In Proceedings of the Joint Conference on Digital Libraries, Pittsburgh, June 2008 Marko A. Rodriguez, Johan Bollen and Herbert Van de Sompel. A Practical Ontology for the Large-Scale Modeling of Scholarly Artifacts and their Usage, In Proceedings of the Joint Conference on Digital Libraries, Vancouver, June 2007 Johan Bollen and Herbert Van de Sompel. Usage Impact Factor: the effects of sample characteristics on usage-based impact metrics. (cs.DL/0610154) Johan Bollen and Herbert Van de Sompel. An architecture for the aggregation and analysis of scholarly usage data. In Joint Conference on Digital Libraries (JCDL2006), pages 298 - 307, June 2006. Johan Bollen and Herbert Van de Sompel. Mapping the structure of science through usage. Scientometrics, 69(2), 2006. Johan Bollen, Marko A. Rodriguez, and Herbert Van de Sompel. Journal status. Scientometrics, 69(3), December 2006 (arxiv.org:cs.DL/0601030) Johan Bollen, Herbert Van de Sompel, Joan Smith, and Rick Luce. Toward alternative metrics of journal impact: a comparison of download and citation data. Information Processing and Management, 41(6):1419 - 1440, 2005.