Publication Type:

Book Chapter

Source:

Proceedings of the Second International Conference on Computer and Communication Technologies: IC3T 2015, Volume 1, Springer India, New Delhi, p.639–649 (2016)

ISBN:

9788132225171

URL:

http://dx.doi.org/10.1007/978-81-322-2517-1_61

Keywords:

Higher order orthogonal iteration algorithm, HOSVD, Kernel smoothing, Recommendation systems, Tensors

Abstract:

Predicting Student Performance is the process that predicts the successful completion of a task by a student. Such systems may be modeled using a three-mode tensor where the three entities are user, skill, and task. Recommendation systems have been implemented using Dimensionality reduction techniques like Higher Order Singular Value Decomposition (HOSVD) combined with Kernel smoothing techniques to bring out good results. Higher Order Orthogonal Iteration (HOOI) algorithms have also been used in recommendation systems to bring out the relationship between the three entities, but the prediction results would be largely affected by the sparseness in the tensor model. In this paper, we propose a generic enhancement to HOOI algorithm by combining it with Kernel smoothing techniques. We perform an experimental comparison of the three techniques using an ITS dataset and show that our proposed method improves the prediction for larger datasets.

Cite this Research Publication

P. Prof. Nedungadi and Smruthy, T. K., “Enhanced Higher Order Orthogonal Iteration Algorithm for Student Performance Prediction”, in Proceedings of the Second International Conference on Computer and Communication Technologies: IC3T 2015, Volume 1, S. Chandra Satapathy, K. Raju, S., Mandal, J. Kumar, and Bhateja, V. New Delhi: Springer India, 2016, pp. 639–649.

It appears your Web browser is not configured to display PDF files. Download adobe Acrobat or click here to download the PDF file.

207
PROGRAMS
OFFERED
6
AMRITA
CAMPUSES
15
CONSTITUENT
SCHOOLS
A
GRADE BY
NAAC, MHRD
8th
RANK(INDIA):
NIRF 2018
150+
INTERNATIONAL
PARTNERS
  • Amrita on Social Media

  • Contact us

    Amrita Vishwa Vidyapeetham
    Amritanagar, Coimbatore - 641 112
    Tamilnadu, India
    • Fax: +91-422-2686274
    • Coimbatore : +91 (422) 2685000
    • Amritapuri   : +91 (476) 280 1280
    • Bengaluru    : +91 (080) 251 83700
    • Kochi              : +91 (484) 280 1234
    • Mysuru          : +91 (821) 234 3479
    • Contact Details »