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A General Framework for Learning Analytic in a Smart Classroom [chapter]

Jose Aguilar, Priscila Valdiviezo, Jorge Cordero, Guido Riofrio, Eduardo Encalada
2016 Communications in Computer and Information Science  
The framework is defined like a closed cycle of Learning Analytics tasks, which generate metrics used like feedback to optimize the pedagogical model proposed by the smart Classroom.  ...  In this paper, we propose the utilization of the "Learning Analytics" paradigm in a Smart Classroom, a classroom that integrates artificial intelligence technology on the educational process.  ...  A smart classroom is an expression of this, where a traditional classroom is redefined, with the integration of sensor technology, communication technology, artificial intelligence, among others, into  ... 
doi:10.1007/978-3-319-48024-4_17 fatcat:tmgh3ufyp5czhghx7e3nambm2y

Past, present, and future of smart learning: a topic-based bibliometric analysis

Xieling Chen, Di Zou, Haoran Xie, Fu Lee Wang
2021 International Journal of Educational Technology in Higher Education  
This study aims to comprehensively review the research field of smart learning by conducting a topic modeling analysis of 555 smart learning publications collected from the Scopus database.  ...  Furthermore, several emerging topics were identified, for example, Smart learning analytics, Software engineering for e-learning systems, IoT (Internet of things) and cloud computing, and STEM education  ...  of smart learning analytics systems Development of smart learning frameworks and models Design of smart classrooms and smart learning systems Exclusion criteria E1 E2 E3 E4 Smart technologies  ... 
doi:10.1186/s41239-020-00239-6 fatcat:bi2m3wl4lfbnrhbmbdjhtvouum

LEARNING ANALYTICS FOR SMART CLASSROOMS IN HIGHER EDUCATION

Vikas Rao Naidu, Baldev Singh, Raza Hasan, Ghaniya Al Hadrami
2017 IJAEDU- International E-Journal of Advances in Education  
This research paper highlights such environment which provides a strong base for learning analytics for enhanced learning environment in higher education.  ...  A smart classroom is the one, which is equipped with latest tools and technologies that are based on the internet.  ...  Figure 1 . 1 Healey and Jenkins Model Fig 2 illustrates a model designed for smart classroom.  ... 
doi:10.18768/ijaedu.338514 fatcat:3nlrtv6covhfhgm6rclakx4zpi

Research Study on Significance of Gamification Learning and i- Campus Using Internet of Things Technology-Enabled Infrastructure [chapter]

Veeramanickam Murugappan, Debnath Bhattacharyya, Tai-hoon Kim
2018 Trends in E-learning  
It's emphasis on the need for both approaches in a single platform to the learners for efficient and smart learning environments to set up.  ...  Analytical study of smart campus architecture with all features includes classroom laboratories... etc...  ...  A Data Analytics survey for the database for Smart Home includes 256 companies and startups.  ... 
doi:10.5772/intechopen.75744 fatcat:bsy3onttdne6dlpb4avolhde44

Computing brains: learning algorithms and neurocomputation in the smart city

Ben Williamson
2016 Information, Communication & Society  
IBM's ambitions for education constitute a sociotechnical imaginary of a 'cognitive classroom' where the practices associated with data analytics and cognitive computing in the smart city are being translated  ...  The IBM imaginary of Smarter Education is one significant instantiation of emerging smart cities that are to be governed by neurocomputational processes modelled on neuroscientific insights into the brain's  ...  how the smart city as a learning environment is enacted.  ... 
doi:10.1080/1369118x.2016.1181194 fatcat:h27uz2o6tnhdtequ6lwq3nl5fu

Shaping the future learning environments with smart elements: challenges and opportunities

Simon K. S. Cheung, Lam For Kwok, Kongkiti Phusavat, Harrison Hao Yang
2021 International Journal of Educational Technology in Higher Education  
Corominas, for editorial support throughout the whole process starting from the call for submissions to the production of the final articles.  ...  Thanks also go to many anonymous reviewers for their efforts in the paper review process. Authors' contributions All authors read and approved the final manuscript.  ...  In a smart learning environment, a fundamental shift is needed towards a more personalized, social, open, dynamic, emergent, and knowledge-pull model for learning, as opposed to the one-size-fits-all,  ... 
doi:10.1186/s41239-021-00254-1 pmid:34778521 pmcid:PMC7970780 fatcat:oagqwwvppjcubajnwn6x6lddti

IJREAMV05I0452005.pdf

Lakshaga Jyothi M
2019 Figshare  
Raspberry Pi, a typical learning platform to study IoT technology has been explored.  ...  So, Computer Vision when coupled with IoT technology in a Higher Education can give rise to smart, intelligent campuses improving student experiences and positively enhancing educational perceptions.  ...  Alberto Pacheco et. al (2018), tried creating a Osmotic computing architecture model for a IoT based smart classroom is used to test deep learning models for person detection by comparative study with  ... 
doi:10.6084/m9.figshare.11170418.v1 fatcat:eifkfdeh7fd2nddadugkm4io3a

Smart education framework

Kadir Alpaslan Demir
2021 Smart Learning Environments  
AbstractAdvances in information technologies present opportunities for novel approaches, methods, and tools for new or improved education and training practices.  ...  Based on an investigation of a wide range of information technologies supporting smart education, we developed a Smart Education Framework.  ...  The learner detector combined with the learner model provides learning analytics functions.  ... 
doi:10.1186/s40561-021-00170-x fatcat:sib2wdz6zvg7bl7e62pqwj2olq

Editorial: Analytics and Mathematics in Adaptive and Smart Learning

Shriram Raghunathan, Bibhya Sharma, Abtar K. Darshan Singh
2022 Frontiers in Applied Mathematics and Statistics  
In keeping with the learning trend, a prediction model for students' learning was developed by Raza et al.. This model considers interaction logs and past achievement scores.  ...  How can smart learning help in teaching mathematics? and 2. How can mathematics and analytics help in smart learning?  ...  AUTHOR CONTRIBUTIONS All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.  ... 
doi:10.3389/fams.2022.839669 fatcat:iwkt4um6rrdrdicjepmonmsxue

Application of IoT in Analyzing Cognitive Skills of Students-A Systematic Literature Review

Rajeshwari M., Krishna Prasad K.
2020 International journal of management, technology, and social science  
The problem-solving and conceptual knowledge obtained in school is basically inert for several students.  ...  The application of IoT involves several domains like smart grids, smart farms, better healthcare, smart cities, smart homes, smart transportation system, smart parking and so on.  ...  This combined model approach improves the student grasping level who hesitates in learning (Shinde & Bhangale, 2017) [47] . It presents a new smart classroom perspective model based on IoT.  ... 
doi:10.47992/ijmts.2581.6012.0088 fatcat:25wplbfquzatjpdcqrlx7tdhgm

Competence analytics

Vivekanandan Kumar, David Boulanger, Jeremie Seanosky, Kinshuk, Karthikeyan Panneerselvam, Thamarai Selvi Somasundaram
2014 Journal of Computers in Education  
A smart learning environment is characterized by the key provision of personalized learning experiences.  ...  To approach different degrees of personalization in online learning, this article introduces a framework called Smart Competence Analytics in LEarning (SCALE) that tracks finer-level learning experiences  ...  One of the early applications of Smart Learning is from a smart cloud computing framework that uses a model called E4S (Kim et al. 2011 ).  ... 
doi:10.1007/s40692-014-0018-6 fatcat:qk6sbc2sebg5badbpdhxgnpbsu

Assessment of Smart Learning Environments in Higher Educational Institutions: A Study Using AHP-FCE and GA-BP Methods

Zhicheng Dai, Chengzhang Sun, Liang Zhao, Zhi Li
2021 IEEE Access  
We hope the study can provide a reference and inspiration for the construction and assessment of smart learning environments.  ...  INDEX TERMS Smart learning environments, assessment, analytic hierarchy process, back propagation, higher education.  ...  Therefore, it is crucial to construct a diversified learning space for teachers and students to promote smart teaching innovations and achieve smart learning.  ... 
doi:10.1109/access.2021.3062680 fatcat:usi74e43drc2rdfkkoncbsnddm

Learning analytics for IoE based educational model using deep learning techniques: architecture, challenges and applications

Mohd Abdul Ahad, Gautami Tripathi, Parul Agarwal
2018 Smart Learning Environments  
for creating such learning analytics systems.  ...  This paper presents a secured and agile architecture of an Internet of Everything (IoE) based Educational Model and a Learning Analytics System (LAS) model using the concept of deep learning which can  ...  ., 2017) provided a detailed analysis and conceptual design of smart learning analytics for smart university.  ... 
doi:10.1186/s40561-018-0057-y fatcat:gil33ymdz5ctfaa4c5gcgy527m

A Research-Based Smart Classroom in An Exercise Physiology Course

Hongyan Su
2021 International Journal of Emerging Technologies in Learning (iJET)  
As a key factor of smart education, smart classroom is expected to produce an important effect on education and teaching.  ...  In particular, it is of great significance for promoting students' classroom satisfaction and ability to analyze problems and developing good learning habits in them.  ...  This is also of great significance for the training of talents with strong analytical and creative abilities.  ... 
doi:10.3991/ijet.v16i18.25339 fatcat:5yw242pj45dzfmpnwrnjpzpjlq

Orchestrating of complex inquiry

James D. Slotta, Mike Tissenbaum, Michelle Lui
2013 Proceedings of the Third International Conference on Learning Analytics and Knowledge - LAK '13  
This paper presents our research of a pedagogical model known as Knowledge Community and Inquiry (KCI), focusing on our design of a technological infrastructure for the orchestration of the complex CSCL  ...  We first introduce the KCI model including some basic design principles, and describe its dependency on real time learning analytics.  ...  for "smart classrooms."  ... 
doi:10.1145/2460296.2460352 dblp:conf/lak/SlottaTL13 fatcat:l6tivb7m3jcdvjfaqjarpotn7a
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