SlideShare uma empresa Scribd logo
1 de 19
Baixar para ler offline
Quality Metrics for Learning Object Metadata Xavier Ochoa, ESPOL, Ecuador Erik Duval, KULeuven, Belgium
Standardization and Interoperability of Learning Objects Repositories has solved the “chicken and egg” problem… …but has created new ones.
The production, management and consumption of Learning Object Metadata is vastly surpassing the human capacity to review or process these metadata.
Why Measuring Quality? ,[object Object],[object Object]
How to Measure Metadata Quality? ,[object Object],[object Object]
But we cannot measure the quality  manually anymore…
… but is a good idea to follow the same quality characteristics.
Our Proposal: Use Metrics ,[object Object],[object Object]
Quality Characteristics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Quality Metrics ,[object Object]
Quality Metric Readability Textual Information Content Nominal Information Content Weighted Completeness Simple Completeness Metric Formula Metric Name
Evaluation of the Metrics ,[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluation Results
Applications ,[object Object],[object Object],[object Object],[object Object]
Repository Evaluation
Quality Visualization
Automated Evaluation of Quality
Further Work ,[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

Mais conteúdo relacionado

Mais procurados

Brief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data CleaningBrief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data CleaningJennifer Morrow
 
IRJET- Classification of Food Recipe Comments using Naive Bayes
IRJET-  	  Classification of Food Recipe Comments using Naive BayesIRJET-  	  Classification of Food Recipe Comments using Naive Bayes
IRJET- Classification of Food Recipe Comments using Naive BayesIRJET Journal
 
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
 
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
 
Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...IOSR Journals
 
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
 
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
 
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
 
Paper presentation @IPAW'08
Paper presentation @IPAW'08Paper presentation @IPAW'08
Paper presentation @IPAW'08Paolo Missier
 
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
 

Mais procurados (12)

Brief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data CleaningBrief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data Cleaning
 
IRJET- Classification of Food Recipe Comments using Naive Bayes
IRJET-  	  Classification of Food Recipe Comments using Naive BayesIRJET-  	  Classification of Food Recipe Comments using Naive Bayes
IRJET- Classification of Food Recipe Comments using Naive Bayes
 
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
 
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...
 
Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...
 
Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)
 
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
 
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...
 
Paper presentation @IPAW'08
Paper presentation @IPAW'08Paper presentation @IPAW'08
Paper presentation @IPAW'08
 
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREESTUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
 
2016 resume Shirley
2016  resume Shirley2016  resume Shirley
2016 resume Shirley
 
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
 

Destaque

GAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingGAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingRicard de la Vega
 
Programari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCAProgramari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCARicard de la Vega
 
Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...Ricard de la Vega
 
Metrics For Learning Object Metadata
Metrics For Learning Object MetadataMetrics For Learning Object Metadata
Metrics For Learning Object MetadataXavier Ochoa
 
Top ten-dències tecnològiques
Top ten-dències tecnològiquesTop ten-dències tecnològiques
Top ten-dències tecnològiquesRicard de la Vega
 
Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)Ricard de la Vega
 
Les estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatiusLes estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatiusRicard de la Vega
 
Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)Ricard de la Vega
 

Destaque (8)

GAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingGAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories Meeting
 
Programari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCAProgramari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCA
 
Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...
 
Metrics For Learning Object Metadata
Metrics For Learning Object MetadataMetrics For Learning Object Metadata
Metrics For Learning Object Metadata
 
Top ten-dències tecnològiques
Top ten-dències tecnològiquesTop ten-dències tecnològiques
Top ten-dències tecnològiques
 
Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)
 
Les estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatiusLes estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatius
 
Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)
 

Semelhante a Quality Metrics for Learning Object Metadata

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
 
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
 
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
 
Preliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning RepositoriesPreliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning RepositoriesNikos Palavitsinis, PhD
 
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 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
 
Assessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsAssessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsJenn Riley
 
Learnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsLearnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsXavier Ochoa
 
Using Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap AnalysisUsing Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap AnalysisPhil Ice
 
reliability and validity psychology 1234
reliability and validity psychology 1234reliability and validity psychology 1234
reliability and validity psychology 1234MajaAiraBumatay
 
Metadata quality in digital repositories
Metadata quality in digital repositoriesMetadata quality in digital repositories
Metadata quality in digital repositoriesNikos Palavitsinis, PhD
 
LAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_frameworkLAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_frameworkHendrik Drachsler
 
Exploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluationExploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluationGiannis Tsakonas
 
Getting it Right: Building Quality into your Content (July 2014)
Getting it Right: Building Quality into your Content (July 2014)Getting it Right: Building Quality into your Content (July 2014)
Getting it Right: Building Quality into your Content (July 2014)Joe Gollner
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...pbehar
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...pbehar
 

Semelhante a Quality Metrics for Learning Object Metadata (20)

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
 
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...
 
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
 
Preliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning RepositoriesPreliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning Repositories
 
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 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...
 
Assessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsAssessment of Metadata Remediation Efforts
Assessment of Metadata Remediation Efforts
 
Learnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsLearnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning Objects
 
Using Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap AnalysisUsing Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap Analysis
 
Elsevier
ElsevierElsevier
Elsevier
 
reliability and validity psychology 1234
reliability and validity psychology 1234reliability and validity psychology 1234
reliability and validity psychology 1234
 
Metadata quality in digital repositories
Metadata quality in digital repositoriesMetadata quality in digital repositories
Metadata quality in digital repositories
 
De carlo rizk 2010 icelw
De carlo rizk 2010 icelwDe carlo rizk 2010 icelw
De carlo rizk 2010 icelw
 
LAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_frameworkLAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_framework
 
Exploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluationExploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluation
 
Getting it Right: Building Quality into your Content (July 2014)
Getting it Right: Building Quality into your Content (July 2014)Getting it Right: Building Quality into your Content (July 2014)
Getting it Right: Building Quality into your Content (July 2014)
 
QS M3-Reviewing the Assessment-11FEB14
QS M3-Reviewing the Assessment-11FEB14QS M3-Reviewing the Assessment-11FEB14
QS M3-Reviewing the Assessment-11FEB14
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
 

Mais de 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
 

Mais de 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
 

Último

Employablity presentation and Future Career Plan.pptx
Employablity presentation and Future Career Plan.pptxEmployablity presentation and Future Career Plan.pptx
Employablity presentation and Future Career Plan.pptxryandux83rd
 
Grade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptxGrade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptxkarenfajardo43
 
Integumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptIntegumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptshraddhaparab530
 
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...DhatriParmar
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfChristalin Nelson
 
BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptx
BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptxBIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptx
BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptxSayali Powar
 
How to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineHow to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineCeline George
 
Objectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxObjectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxMadhavi Dharankar
 
MS4 level being good citizen -imperative- (1) (1).pdf
MS4 level   being good citizen -imperative- (1) (1).pdfMS4 level   being good citizen -imperative- (1) (1).pdf
MS4 level being good citizen -imperative- (1) (1).pdfMr Bounab Samir
 
Narcotic and Non Narcotic Analgesic..pdf
Narcotic and Non Narcotic Analgesic..pdfNarcotic and Non Narcotic Analgesic..pdf
Narcotic and Non Narcotic Analgesic..pdfPrerana Jadhav
 
CLASSIFICATION OF ANTI - CANCER DRUGS.pptx
CLASSIFICATION OF ANTI - CANCER DRUGS.pptxCLASSIFICATION OF ANTI - CANCER DRUGS.pptx
CLASSIFICATION OF ANTI - CANCER DRUGS.pptxAnupam32727
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...Nguyen Thanh Tu Collection
 
6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroom6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroomSamsung Business USA
 
4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptxmary850239
 

Último (20)

Employablity presentation and Future Career Plan.pptx
Employablity presentation and Future Career Plan.pptxEmployablity presentation and Future Career Plan.pptx
Employablity presentation and Future Career Plan.pptx
 
Grade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptxGrade Three -ELLNA-REVIEWER-ENGLISH.pptx
Grade Three -ELLNA-REVIEWER-ENGLISH.pptx
 
Integumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.pptIntegumentary System SMP B. Pharm Sem I.ppt
Integumentary System SMP B. Pharm Sem I.ppt
 
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdf
 
BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptx
BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptxBIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptx
BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptx
 
How to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineHow to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command Line
 
prashanth updated resume 2024 for Teaching Profession
prashanth updated resume 2024 for Teaching Professionprashanth updated resume 2024 for Teaching Profession
prashanth updated resume 2024 for Teaching Profession
 
Objectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxObjectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptx
 
Mattingly "AI & Prompt Design: Large Language Models"
Mattingly "AI & Prompt Design: Large Language Models"Mattingly "AI & Prompt Design: Large Language Models"
Mattingly "AI & Prompt Design: Large Language Models"
 
Faculty Profile prashantha K EEE dept Sri Sairam college of Engineering
Faculty Profile prashantha K EEE dept Sri Sairam college of EngineeringFaculty Profile prashantha K EEE dept Sri Sairam college of Engineering
Faculty Profile prashantha K EEE dept Sri Sairam college of Engineering
 
MS4 level being good citizen -imperative- (1) (1).pdf
MS4 level   being good citizen -imperative- (1) (1).pdfMS4 level   being good citizen -imperative- (1) (1).pdf
MS4 level being good citizen -imperative- (1) (1).pdf
 
Narcotic and Non Narcotic Analgesic..pdf
Narcotic and Non Narcotic Analgesic..pdfNarcotic and Non Narcotic Analgesic..pdf
Narcotic and Non Narcotic Analgesic..pdf
 
CLASSIFICATION OF ANTI - CANCER DRUGS.pptx
CLASSIFICATION OF ANTI - CANCER DRUGS.pptxCLASSIFICATION OF ANTI - CANCER DRUGS.pptx
CLASSIFICATION OF ANTI - CANCER DRUGS.pptx
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
 
Chi-Square Test Non Parametric Test Categorical Variable
Chi-Square Test Non Parametric Test Categorical VariableChi-Square Test Non Parametric Test Categorical Variable
Chi-Square Test Non Parametric Test Categorical Variable
 
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
 
Spearman's correlation,Formula,Advantages,
Spearman's correlation,Formula,Advantages,Spearman's correlation,Formula,Advantages,
Spearman's correlation,Formula,Advantages,
 
6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroom6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroom
 
4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx
 

Quality Metrics for Learning Object Metadata