SlideShare ist ein Scribd-Unternehmen logo
1 von 31
Towards Automatic Evaluation of Learning Object Metadata Quality Xavier Ochoa, ESPOL, Ecuador Erik Duval, KULeuven, Belgium QoIS 2006
Learning Objects are … ,[object Object],IEEE LOM Standard
Learning Object Metadata Learning Object Metadata Standard
Initial growth has been slow ARIADNE
Standardization, Interoperability of Repositories and Automatic Generation of Metadata had solved the scarcity problem… …but had created new “good”  ones.
The production, management and consumption of Learning Object Metadata is vastly surpassing the human capacity to review or process these metadata.
Currently there is NOT scalable Quality Evaluation of Learning Object Metadat a
Quality of Metadata ,[object Object],[object Object]
Quality of Metadata Title: “The Time Machine” Author: “Wells, H. G.” Publisher: “L&M Publishers, UK” Year: “1965” Location: ----
Quality of Metadata
Quality of Metadata
Why Measuring Quality? ,[object Object],[object Object]
How to measure Metadata Quality? ,[object Object],[object Object],[object Object],[object Object]
Metrics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
We cannot measure the quality  manually anymore…
… but is a good idea to follow the same quality characteristics.
Quality Characteristics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Our Proposal: Use Metrics ,[object Object],[object Object]
Quality Metrics ,[object Object],[object Object],[object Object],[object Object],[object Object]
Quality Metrics ,[object Object],[object Object],[object Object],[object Object],[object Object]
Quality Metrics ,[object Object],[object Object],[object Object]
Quality Metrics
Evaluation of the Metrics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluation Results Textual Information Content  correlates highly (0.842) with human-assigned quality score
Analysis of Results ,[object Object],[object Object],[object Object]
Applications: Repository Evaluation
Applications: Quality Visualization
Automated Evaluation of Quality
Further Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Further Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you, Gracias Comments, Suggestions, Critics… are Welcome! More Information: http://ariadne.cti.espol.edu.ec/M4M

Weitere ähnliche Inhalte

Was ist angesagt?

An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryAn Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryEditor IJMTER
 
Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Global R & D Services
 
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...CSCJournals
 
View the Microsoft Word document.doc
View the Microsoft Word document.docView the Microsoft Word document.doc
View the Microsoft Word document.docbutest
 
Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...IJSRD
 
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREESTUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREEAkshay Jain
 
Empirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender SystemsEmpirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender SystemsUniversity of Bergen
 
Students academic performance using clustering technique
Students academic performance using clustering techniqueStudents academic performance using clustering technique
Students academic performance using clustering techniquesaniacorreya
 
Artifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s ApplicationsArtifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s Applicationsijcoa
 
Paper presentation @IPAW'08
Paper presentation @IPAW'08Paper presentation @IPAW'08
Paper presentation @IPAW'08Paolo Missier
 
IRJET- Student Placement Prediction using Machine Learning
IRJET- Student Placement Prediction using Machine LearningIRJET- Student Placement Prediction using Machine Learning
IRJET- Student Placement Prediction using Machine LearningIRJET Journal
 
machine learning based predictive analytics of student academic performance i...
machine learning based predictive analytics of student academic performance i...machine learning based predictive analytics of student academic performance i...
machine learning based predictive analytics of student academic performance i...CloudTechnologies
 

Was ist angesagt? (12)

An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryAn Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
 
Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)
 
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
 
View the Microsoft Word document.doc
View the Microsoft Word document.docView the Microsoft Word document.doc
View the Microsoft Word document.doc
 
Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...
 
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREESTUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
 
Empirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender SystemsEmpirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender Systems
 
Students academic performance using clustering technique
Students academic performance using clustering techniqueStudents academic performance using clustering technique
Students academic performance using clustering technique
 
Artifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s ApplicationsArtifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s Applications
 
Paper presentation @IPAW'08
Paper presentation @IPAW'08Paper presentation @IPAW'08
Paper presentation @IPAW'08
 
IRJET- Student Placement Prediction using Machine Learning
IRJET- Student Placement Prediction using Machine LearningIRJET- Student Placement Prediction using Machine Learning
IRJET- Student Placement Prediction using Machine Learning
 
machine learning based predictive analytics of student academic performance i...
machine learning based predictive analytics of student academic performance i...machine learning based predictive analytics of student academic performance i...
machine learning based predictive analytics of student academic performance i...
 

Andere mochten auch

EPIP National Conference 2013: Evaluation for Learning and Results
EPIP National Conference 2013: Evaluation for Learning and ResultsEPIP National Conference 2013: Evaluation for Learning and Results
EPIP National Conference 2013: Evaluation for Learning and Resultswtfenn
 
HMTL putting it all to gether
HMTL putting it all to getherHMTL putting it all to gether
HMTL putting it all to getherNiamh Foley
 
What's Changed in Learning Evaluation? > Learning & Skills Talk 2015
What's Changed in Learning Evaluation? > Learning & Skills Talk 2015What's Changed in Learning Evaluation? > Learning & Skills Talk 2015
What's Changed in Learning Evaluation? > Learning & Skills Talk 2015DPG plc
 
Step 9: Monitoring, Evaluation and Learning
Step 9: Monitoring, Evaluation and LearningStep 9: Monitoring, Evaluation and Learning
Step 9: Monitoring, Evaluation and LearningPMSD Roadmap
 
The Evaluation of Learning
The Evaluation of Learning The Evaluation of Learning
The Evaluation of Learning Emma Weber
 

Andere mochten auch (7)

EPIP National Conference 2013: Evaluation for Learning and Results
EPIP National Conference 2013: Evaluation for Learning and ResultsEPIP National Conference 2013: Evaluation for Learning and Results
EPIP National Conference 2013: Evaluation for Learning and Results
 
HMTL putting it all to gether
HMTL putting it all to getherHMTL putting it all to gether
HMTL putting it all to gether
 
What's Changed in Learning Evaluation? > Learning & Skills Talk 2015
What's Changed in Learning Evaluation? > Learning & Skills Talk 2015What's Changed in Learning Evaluation? > Learning & Skills Talk 2015
What's Changed in Learning Evaluation? > Learning & Skills Talk 2015
 
Musing on MOOCs
Musing on MOOCsMusing on MOOCs
Musing on MOOCs
 
Step 9: Monitoring, Evaluation and Learning
Step 9: Monitoring, Evaluation and LearningStep 9: Monitoring, Evaluation and Learning
Step 9: Monitoring, Evaluation and Learning
 
The Evaluation of Learning
The Evaluation of Learning The Evaluation of Learning
The Evaluation of Learning
 
Evaluation of Learning
Evaluation of LearningEvaluation of Learning
Evaluation of Learning
 

Ähnlich wie Towards Automatic Evaluation of Learning Object Metadata Quality

Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...Hima Patel
 
Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005Paolo Missier
 
Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...Xavier Ochoa
 
Metadata quality Assurance Framework at QQML2016 - short
Metadata quality Assurance Framework at QQML2016 - shortMetadata quality Assurance Framework at QQML2016 - short
Metadata quality Assurance Framework at QQML2016 - shortPéter Király
 
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...Paolo Missier
 
Approaches to automated metadata extraction : FixRep Project
Approaches to automated metadata extraction : FixRep ProjectApproaches to automated metadata extraction : FixRep Project
Approaches to automated metadata extraction : FixRep ProjectUKOLN (dev), University of Bath
 
Rated Ranking Evaluator: An Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: An Open Source Approach for Search Quality EvaluationRated Ranking Evaluator: An Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: An Open Source Approach for Search Quality EvaluationAlessandro Benedetti
 
Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...
Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...
Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...OpenSource Connections
 
Rated Ranking Evaluator: an Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: an Open Source Approach for Search Quality EvaluationRated Ranking Evaluator: an Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: an Open Source Approach for Search Quality EvaluationSease
 
Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07Paolo Missier
 
Metadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open AccessMetadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open AccessPaolo Nesi
 
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...Paolo Nesi
 
Search Quality Evaluation to Help Reproducibility : an Open Source Approach
Search Quality Evaluation to Help Reproducibility : an Open Source ApproachSearch Quality Evaluation to Help Reproducibility : an Open Source Approach
Search Quality Evaluation to Help Reproducibility : an Open Source ApproachAlessandro Benedetti
 
Learnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsLearnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsXavier Ochoa
 
Search Quality Evaluation to Help Reproducibility: An Open-source Approach
Search Quality Evaluation to Help Reproducibility: An Open-source ApproachSearch Quality Evaluation to Help Reproducibility: An Open-source Approach
Search Quality Evaluation to Help Reproducibility: An Open-source ApproachAlessandro Benedetti
 
Crowdsourcing Linked Data Quality Assessment
Crowdsourcing Linked Data Quality AssessmentCrowdsourcing Linked Data Quality Assessment
Crowdsourcing Linked Data Quality AssessmentAmrapali Zaveri, PhD
 
Assessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsAssessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsJenn Riley
 
Qualitative Content Analysis
Qualitative Content AnalysisQualitative Content Analysis
Qualitative Content AnalysisRicky Bilakhia
 
Evaluating the effectiveness of data quality framework in software engineering
Evaluating the effectiveness of data quality framework in  software engineeringEvaluating the effectiveness of data quality framework in  software engineering
Evaluating the effectiveness of data quality framework in software engineeringIJECEIAES
 
Evidence-based Semantic Web Just a Dream or the Way to Go?
Evidence-based Semantic WebJust a Dream or the Way to Go?Evidence-based Semantic WebJust a Dream or the Way to Go?
Evidence-based Semantic Web Just a Dream or the Way to Go?Dragan Gasevic
 

Ähnlich wie Towards Automatic Evaluation of Learning Object Metadata Quality (20)

Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
Advances in Exploratory Data Analysis, Visualisation and Quality for Data Cen...
 
Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005
 
Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...
 
Metadata quality Assurance Framework at QQML2016 - short
Metadata quality Assurance Framework at QQML2016 - shortMetadata quality Assurance Framework at QQML2016 - short
Metadata quality Assurance Framework at QQML2016 - short
 
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
 
Approaches to automated metadata extraction : FixRep Project
Approaches to automated metadata extraction : FixRep ProjectApproaches to automated metadata extraction : FixRep Project
Approaches to automated metadata extraction : FixRep Project
 
Rated Ranking Evaluator: An Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: An Open Source Approach for Search Quality EvaluationRated Ranking Evaluator: An Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: An Open Source Approach for Search Quality Evaluation
 
Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...
Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...
Haystack 2019 - Rated Ranking Evaluator: an Open Source Approach for Search Q...
 
Rated Ranking Evaluator: an Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: an Open Source Approach for Search Quality EvaluationRated Ranking Evaluator: an Open Source Approach for Search Quality Evaluation
Rated Ranking Evaluator: an Open Source Approach for Search Quality Evaluation
 
Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07
 
Metadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open AccessMetadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open Access
 
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
 
Search Quality Evaluation to Help Reproducibility : an Open Source Approach
Search Quality Evaluation to Help Reproducibility : an Open Source ApproachSearch Quality Evaluation to Help Reproducibility : an Open Source Approach
Search Quality Evaluation to Help Reproducibility : an Open Source Approach
 
Learnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsLearnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning Objects
 
Search Quality Evaluation to Help Reproducibility: An Open-source Approach
Search Quality Evaluation to Help Reproducibility: An Open-source ApproachSearch Quality Evaluation to Help Reproducibility: An Open-source Approach
Search Quality Evaluation to Help Reproducibility: An Open-source Approach
 
Crowdsourcing Linked Data Quality Assessment
Crowdsourcing Linked Data Quality AssessmentCrowdsourcing Linked Data Quality Assessment
Crowdsourcing Linked Data Quality Assessment
 
Assessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsAssessment of Metadata Remediation Efforts
Assessment of Metadata Remediation Efforts
 
Qualitative Content Analysis
Qualitative Content AnalysisQualitative Content Analysis
Qualitative Content Analysis
 
Evaluating the effectiveness of data quality framework in software engineering
Evaluating the effectiveness of data quality framework in  software engineeringEvaluating the effectiveness of data quality framework in  software engineering
Evaluating the effectiveness of data quality framework in software engineering
 
Evidence-based Semantic Web Just a Dream or the Way to Go?
Evidence-based Semantic WebJust a Dream or the Way to Go?Evidence-based Semantic WebJust a Dream or the Way to Go?
Evidence-based Semantic Web Just a Dream or the Way to Go?
 

Mehr von Xavier Ochoa

Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier Ochoa
 
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...Xavier Ochoa
 
Educational Technologies
Educational TechnologiesEducational Technologies
Educational TechnologiesXavier Ochoa
 
Developing 21st-Century Skills with  Multimodal Learning Analytics
Developing 21st-Century Skills with Multimodal Learning AnalyticsDeveloping 21st-Century Skills with Multimodal Learning Analytics
Developing 21st-Century Skills with  Multimodal Learning AnalyticsXavier Ochoa
 
Educational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial IntelligenceEducational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial IntelligenceXavier Ochoa
 
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativaAnaliticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativaXavier Ochoa
 
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación EducativaAnalítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación EducativaXavier Ochoa
 
Automatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsAutomatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsXavier Ochoa
 
LAK-18 Program in Numbers
LAK-18 Program in NumbersLAK-18 Program in Numbers
LAK-18 Program in NumbersXavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier Ochoa
 
Education as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&DEducation as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&DXavier Ochoa
 
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...Xavier Ochoa
 
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic RiskAdaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic RiskXavier Ochoa
 
Simple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsSimple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsXavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier Ochoa
 
Introduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloIntroduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloXavier Ochoa
 
Analisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloAnalisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloXavier Ochoa
 
Analitica aprendizaje
Analitica aprendizajeAnalitica aprendizaje
Analitica aprendizajeXavier Ochoa
 
Visualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic RiskVisualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic RiskXavier Ochoa
 

Mehr von Xavier Ochoa (20)

Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
 
Educational Technologies
Educational TechnologiesEducational Technologies
Educational Technologies
 
Developing 21st-Century Skills with  Multimodal Learning Analytics
Developing 21st-Century Skills with Multimodal Learning AnalyticsDeveloping 21st-Century Skills with Multimodal Learning Analytics
Developing 21st-Century Skills with  Multimodal Learning Analytics
 
Educational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial IntelligenceEducational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial Intelligence
 
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativaAnaliticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
 
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación EducativaAnalítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
 
Automatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsAutomatic Feedback for Oral Presentations
Automatic Feedback for Oral Presentations
 
LAK-18 Program in Numbers
LAK-18 Program in NumbersLAK-18 Program in Numbers
LAK-18 Program in Numbers
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Education as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&DEducation as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&D
 
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
 
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic RiskAdaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
 
Simple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsSimple metrics for Curricular Analytics
Simple metrics for Curricular Analytics
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Introduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloIntroduccion Algoritmos Multihilo
Introduccion Algoritmos Multihilo
 
Analisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloAnalisis de Algoritmos Multihilo
Analisis de Algoritmos Multihilo
 
Analitica aprendizaje
Analitica aprendizajeAnalitica aprendizaje
Analitica aprendizaje
 
Visualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic RiskVisualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic Risk
 

Kürzlich hochgeladen

NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...
NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...
NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...Amil Baba Dawood bangali
 
(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办fqiuho152
 
fca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdffca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdfHenry Tapper
 
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdfmagnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdfHenry Tapper
 
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...Amil baba
 
GOODSANDSERVICETAX IN INDIAN ECONOMY IMPACT
GOODSANDSERVICETAX IN INDIAN ECONOMY IMPACTGOODSANDSERVICETAX IN INDIAN ECONOMY IMPACT
GOODSANDSERVICETAX IN INDIAN ECONOMY IMPACTharshitverma1762
 
Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]Commonwealth
 
call girls in Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in  Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in  Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...
letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...
letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...Henry Tapper
 
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdfBPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdfHenry Tapper
 
(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一
(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一
(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一S SDS
 
The Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh KumarThe Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh KumarHarsh Kumar
 
Managing Finances in a Small Business (yes).pdf
Managing Finances  in a Small Business (yes).pdfManaging Finances  in a Small Business (yes).pdf
Managing Finances in a Small Business (yes).pdfmar yame
 
原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证
原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证
原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证rjrjkk
 
AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...
AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...
AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...yordanosyohannes2
 
Stock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdfStock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdfMichael Silva
 
Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...
Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...
Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...First NO1 World Amil baba in Faisalabad
 
(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)twfkn8xj
 
government_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfgovernment_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfshaunmashale756
 

Kürzlich hochgeladen (20)

🔝+919953056974 🔝young Delhi Escort service Pusa Road
🔝+919953056974 🔝young Delhi Escort service Pusa Road🔝+919953056974 🔝young Delhi Escort service Pusa Road
🔝+919953056974 🔝young Delhi Escort service Pusa Road
 
NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...
NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...
NO1 Certified Ilam kala Jadu Specialist Expert In Bahawalpur, Sargodha, Sialk...
 
(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办
(办理原版一样)QUT毕业证昆士兰科技大学毕业证学位证留信学历认证成绩单补办
 
fca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdffca-bsps-decision-letter-redacted (1).pdf
fca-bsps-decision-letter-redacted (1).pdf
 
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdfmagnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
magnetic-pensions-a-new-blueprint-for-the-dc-landscape.pdf
 
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
NO1 WorldWide Love marriage specialist baba ji Amil Baba Kala ilam powerful v...
 
GOODSANDSERVICETAX IN INDIAN ECONOMY IMPACT
GOODSANDSERVICETAX IN INDIAN ECONOMY IMPACTGOODSANDSERVICETAX IN INDIAN ECONOMY IMPACT
GOODSANDSERVICETAX IN INDIAN ECONOMY IMPACT
 
Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]Economic Risk Factor Update: April 2024 [SlideShare]
Economic Risk Factor Update: April 2024 [SlideShare]
 
call girls in Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in  Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in  Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Nand Nagri (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...
letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...
letter-from-the-chair-to-the-fca-relating-to-british-steel-pensions-scheme-15...
 
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdfBPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
BPPG response - Options for Defined Benefit schemes - 19Apr24.pdf
 
(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一
(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一
(办理学位证)美国加州州立大学东湾分校毕业证成绩单原版一比一
 
The Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh KumarThe Triple Threat | Article on Global Resession | Harsh Kumar
The Triple Threat | Article on Global Resession | Harsh Kumar
 
Managing Finances in a Small Business (yes).pdf
Managing Finances  in a Small Business (yes).pdfManaging Finances  in a Small Business (yes).pdf
Managing Finances in a Small Business (yes).pdf
 
原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证
原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证
原版1:1复刻温哥华岛大学毕业证Vancouver毕业证留信学历认证
 
AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...
AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...
AfRESFullPaper22018EmpiricalPerformanceofRealEstateInvestmentTrustsandShareho...
 
Stock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdfStock Market Brief Deck for "this does not happen often".pdf
Stock Market Brief Deck for "this does not happen often".pdf
 
Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...
Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...
Authentic No 1 Amil Baba In Pakistan Authentic No 1 Amil Baba In Karachi No 1...
 
(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)(中央兰开夏大学毕业证学位证成绩单-案例)
(中央兰开夏大学毕业证学位证成绩单-案例)
 
government_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdfgovernment_intervention_in_business_ownership[1].pdf
government_intervention_in_business_ownership[1].pdf
 

Towards Automatic Evaluation of Learning Object Metadata Quality