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Frontiers of cyberlearning : emerging technologies for teaching and learning

Author: J Michael Spector
Publisher: Singapore : Springer, [2018]
Series: Lecture notes in educational technology.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book demonstrates teachers' and learners' experiences with big data in education; education and cloud computing; and new technologies for teacher support. It also discusses the advantages of using these frontier technologies in teaching and learning and predicts the future challenges. As such, it enables readers to better understand how technologies can improve learning and teaching experiences. It is intended  Read more...
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Genre/Form: Electronic books
Additional Physical Format: (OCoLC)1032354154
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: J Michael Spector
ISBN: 9789811306501 9811306508
OCLC Number: 1075587941
Description: 1 online resource
Contents: Intro; Contents; Learning Any Time, Anywhere: Big Educational Data from Smart Devices; 1 Introduction; 2 Mobile Practice of Course Content; 2.1 Smart Device Mobile Applications; 2.2 User Interface; 2.3 Algorithm Self-contained Within the Smart Device; 3 Data Messaging System; 3.1 Questions for Business Analytics; 3.2 Questions for Learning Science; 3.3 Data Fields and JSON Schema for the Messaging System; 3.4 JSON Schema; 3.5 Online and Offline Modes; 3.6 Receiving System; 4 Security and Privacy; 4.1 Data Encryption; 4.2 Access Policies and Controls; 4.3 Data Integrity; 4.4 Certifications. 5 Data Processing and Analysis5.1 Apache Spark; 5.2 Processing Pipeline; 5.3 Filtering; 6 Managed Computing Environments and Cloud Computing; 6.1 Databricks; 7 Data Storage and Formatting; 7.1 Raw JSON in AWS S3 Cloud Storage; 7.2 Parquet Binary Files and Streaming to Improve Efficiency; 8 Learning Science and Analytics; 8.1 Learning Curves for Learning Objectives; 8.2 Confidence and Metacognition; 9 Data Visualization; 9.1 Data Exploration and Visualization Using Built-in Tools; 10 Relationship Between Research and Production; 10.1 Development, Test, and Production Environment. 10.2 Software Development Life Cycle for Educational Apps11 Summary; References; Framing Learning Analytics and Educational Data Mining for Teaching: Critical Inferencing, Domain Knowledge, and Pedagogy; 1 Wired and Virtual Schools; 2 Learning Analytics and Educational Data Mining; 3 Implications for Teacher Training Validity and Inferencing; 4 Implications for Teacher Research-More Theory, Thicker Description; 5 Conclusion; References; Learning Traces, Competence Assessment, and Causal Inference for English Composition; 1 For Big Data in Education; 2 Competence; 3 Learning Traces. 4 The Next Step: Causal Models5 The Case Study; 6 Big Data Architecture; 7 Conclusion; References; QUESGEN: A Framework for Automatic Question Generation Using Semantic Web and Lexical Databases; 1 Introduction; 2 Technology-Enhanced Question Generation Systems; 3 A Framework for Generating Adaptive Questions; 3.1 The Conceptual Design; 3.2 The Template-Based Question Generation Approach and Implementation; 4 Term Relevance Analysis; 4.1 Methodology; 4.2 Results; 4.3 Discussion; 5 Question Ranking Evaluation; 5.1 Methodology. 5.2 Ranking Algorithm and Integration in the Question Generation Framework5.3 Evaluation; 5.4 Results and Discussion; 6 Conclusions; References; A Big Data Reference Architecture for Teaching Social Media Mining; 1 Introduction; 2 Foundation; 3 Solution Architecture; 4 Results; 4.1 Analysis of Twitter Sentiment Data of a U.S. Presidential Candidate; 4.2 Differences in the Usage of Twitter Between IOS and Android Device Users; 4.3 Analysis of Meetup RSVPs: How About Fake RSVPs; 5 Conclusion; References; Big Data in Education: Supporting Learners in Their Role as Reflective Practitioners.
Series Title: Lecture notes in educational technology.
Responsibility: J. Michael Spector [and eight others], editors.

Abstract:

It also discusses the advantages of using these frontier technologies in teaching and learning and predicts the future challenges. It is intended for graduates and scholars in educational technology  Read more...

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