CFP last date
22 April 2024
Reseach Article

Survey of Learning Analytics based on Purpose and Techniques for Improving Student Performance

by Suchithra R, V.vaidhehi, Nithya Easwaran Iyer
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 111 - Number 1
Year of Publication: 2015
Authors: Suchithra R, V.vaidhehi, Nithya Easwaran Iyer
10.5120/19502-1097

Suchithra R, V.vaidhehi, Nithya Easwaran Iyer . Survey of Learning Analytics based on Purpose and Techniques for Improving Student Performance. International Journal of Computer Applications. 111, 1 ( February 2015), 22-26. DOI=10.5120/19502-1097

@article{ 10.5120/19502-1097,
author = { Suchithra R, V.vaidhehi, Nithya Easwaran Iyer },
title = { Survey of Learning Analytics based on Purpose and Techniques for Improving Student Performance },
journal = { International Journal of Computer Applications },
issue_date = { February 2015 },
volume = { 111 },
number = { 1 },
month = { February },
year = { 2015 },
issn = { 0975-8887 },
pages = { 22-26 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume111/number1/19502-1097/ },
doi = { 10.5120/19502-1097 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:46:43.319556+05:30
%A Suchithra R
%A V.vaidhehi
%A Nithya Easwaran Iyer
%T Survey of Learning Analytics based on Purpose and Techniques for Improving Student Performance
%J International Journal of Computer Applications
%@ 0975-8887
%V 111
%N 1
%P 22-26
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

I Learning Analytics is a process to analyze the learners which improves the educational performance. Learning Analytics also helps the higher educational institutions to improve the educational practices and techniques. This paper provides a detailed survey of the current research activities conducted in the education system. The review of Learning Analytics is based on some of existing Learning Analytics applications, purpose of the Learning Analytics in the education system and the type of students. The review based on various tools, techniques and data collection methods used to implement the Learning analytics is discussed in this paper.

References
  1. Charles S. Elliott, " JACME2T: AN INDUSTRY - ACADEMIC CONSORTIA TO ENHANCE CONTINUING ENGINEERING EDUCATION ", FIE Conference, 1998
  2. Khalid Isa, Shamsul Mohamad, ZarinaTukiran," Development of INPLANS: An Analysis on Students' Performance using Neuro-Fuzzy", symposium on information technology, vol 3, pages 1-7, 2008
  3. Tsolakidis Anastasios, Cleo Sgouropoulou, Ioannis Xydas, Olivier Terraz, Georgios Miaoulis,"Academic Research Policy-making and Evaluation using Graph Visualisation", Panhellenic conference on Informatics, 2011, pages 28-32
  4. Hsu-Chen Cheng, Wen-Wei Liao," ESTABLISHING AN LIFELONG LEARNING ENVIRONMENT USING IOT AND LEARNING ANALYTICS", ICACT, pages 1178-1183, 2012
  5. Israel Gutiérrez Rojas, Raquel M. Crespo García,"Towards efficient provision of feedback supported by learning analytics", ICALT, pages 599-603, 2012
  6. Naif Radi Aljohani Hugh C. Davis, "Significance of Learning Analytics in Enhancing The Mobile and Pervasive Learning Environments ", NGMAST, pages 70-74, 2012
  7. Eleni Koulocheri Alexandros Soumplis Michalis Xenos, "Applying Learning Analytics in an Open Personal Learning Environment A quantitative approach", PCI, pages 290-295, 2012
  8. Ángel F. Agudo-Peregrina, Ángel Hernández-García, Santiago Iglesias-Pradas, "Predicting academic performance with learning analytics in virtual learning environments - A comparative study of three interaction classifications", SIIE, pages 1-6, 2012
  9. Carlos Márquez-Vera, Cristóbal Romero Morales, and Sebastián Ventura Soto, "Predicting School Failure and Dropout by Using Data Mining Techniques" , IEEE-RITA, Vol 8, pages 7-14, 2013
  10. N. Pratheesh T. Devi, " Influence of Learning Analytics in Software Engineering education" , ICE-CCN, pages 712-716,2013
  11. Carlos Delgado Kloos, Abelardo Pardo*, Pedro J. Muñoz-Merino, Israel Gutiérrez, Derick Leony, " Learning Analytics @ UC3M" , EDUCON, pages 1232-1238,2013
  12. Gregorio Robles, Jesus M Gonzalez Barahona, "Mining student repositories to gain learning analytics – An Experience report", EDUCON, pages 1249-1254, 2013
  13. Muazzam Ahmed Siddiqui and Shehab Gemalel-Din, "Evaluation of Academic Plans of Study Using Data Mining Techniques", ICALT, pages 224-228, 2013
  14. Yohannes Kurniawan Erwin Halim, "Use Data Warehouse and Data Mining to Predict Student Academic Performance in Schools: A Case Study (Perspective Application and Benefits)", TALE, pages 98-103, 2013
  15. Naif Radi Aljohani Hugh C. Davis, "Learning Analytics and Formative Assessment to Provide Immediate Detailed Feedback Using a Student Centered Mobile Dashboard", NGMAST, pages 262-267, 2013
  16. Kannan Govindarajan, Thamarai Selvi Somasundaram, Vivekanandan S Kumar, Kinshuk, "Continuous Clustering in Big Data Learning Analytics", ICT4E(TECHNOLOGY FOR EDUCATION), pages 61-64,2013
  17. Ferreira S. A and Andrade A, "Academic Analytics: Mapping the Genome of the University", IEEE-RITA, Vol 9, issue 3, pages 98-105, 2014
  18. Juan Cruz-Benito, Roberto Therón, Francisco J. García-Peñalvo Cristina Maderuelo, Jonás Samuel Pérez-Blanco, "Monitoring and feedback of Learning Processes in Virtual Worlds through analytics architectures: a real case", CISTI, pages 1-6, 2014
  19. George Lepouras, Akrivi Katifori, Costas Vassilakis, Angeliki Antoniou, Nikos Platis, "Towards a Learning Analytics Platform for Supporting the Educational Process", IISA, 2014
  20. Chatti M. A, Dugoija D, Thus H, Schroeder U, "Learner Modeling in Academic Networks", ICALT, pages 117-121, 2014
  21. Luis de-la-Fuente-Valentín, Daniel Burgos, Rubén González Crespo, "A4Learning: a case study to improve the user performance Alumni Alike Activity Analytics to self-assess personal progress" , ICALT, pages 360-362, 2014
  22. Sven MANSKE, Tobias HECKING, Lars BOLLEN, Tilman GÖHNERT, Alfredo RAMOS, H. Ulrich HOPPE, "A Flexible Framework for the Authoring of Reusable and Portable Learning Analytics Gadgets", ICALT, pages 254-258, 2014
  23. Manav Malhotra I-Han Hsiao Hui Soo Chae Gary Natriello, "Data Depository: Business & Learning Analytics for Educational Web Applications" , ICALT, pages 363-364, 2014
  24. Olga C. Santos Sergio Salmeron-Majadas Mar Saneiro Jesus G. Boticario, "A Methodological Approach to Eliciting Affective Educational Recommendations", ICALT, pages 529-533, 2014
  25. Carlotta Schatten, Martin Wistuba, Lars Schmidt-Thieme Sergio Gutierr´ez-Santos, "Minimal Invasive Integration of Learning Analytics Services in Intelligent Tutoring Systems", ICALT, pages 746-748, 2014
  26. Sandra Gama, Daniel Goncalves, " Visualizing Large Quantities of Educational Data mining", International Conference in Information Visualization(ICIV), pages 102-107, 2014
  27. Hayriye Tugba Ozturk Deniz Deryakulu Huseyin Ozcinar Deniz Atal, "Advancing Learning Analytics in Online Learning Environments Through the Method of Sequential Analysis", International Conference on Multimedia Computing and Systems(ICMCS), pages 512-516, 2014
  28. Usamah bin Mat, Norlida Buniyamin, Pauziah Mohd Arsad, RosniAbu Kassim, "An Overview of Using Academic Analytics to Predict and Improve Students' Achievement: A Proposed Proactive Intelligent Intervention", IEEE Conference on Engineering Education (ICEED), pages 126-130, 2013
Index Terms

Computer Science
Information Sciences

Keywords

Learning Analytics tools techniques