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Title: :  Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition
PaperId: :  7592
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 2 2018
DUI:    16.0415/IJARIIE-7592
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Pooja MhaskeK K wagh collage Nashik
Aishwarya ThoteK K wagh collage Nashik
Shreyan SaraswatK K wagh collage Nashik
Mayur SongireK K wagh collage Nashik
Prof. A. V. KolapkarK K wagh collage Nashik

Abstract

Computer Engineering
Singular value decomposition, multi-label, nuclear norm regularization.
In various domains including automatic multimedia data categorization, multilabel problems are arised, and have generated significant interest in computer vision and machine learning. However, existing methods do not adequately address two key challenges i.e. exploiting correlations between labels and making up for the lack of labelled data or even missing labelled data. We propose use of a semi supervised singular value decomposition to handle these two challenges. The proposed model takes advantage of the nuclear norm regularization on the Singular Value Decomposition electively capture the label correlations. Proposed method can exploit the label correlations and obtain promising and better label prediction results than the state-of-the-art methods.

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IJARIIE Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. "Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 2 2018 Page 689-691
MLA Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. "Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition." International Journal Of Advance Research And Innovative Ideas In Education 4.2(2018) : 689-691.
APA Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, & Prof. A. V. Kolapkar. (2018). Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition. International Journal Of Advance Research And Innovative Ideas In Education, 4(2), 689-691.
Chicago Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. "Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 2 (2018) : 689-691.
Oxford Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. 'Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 2, 2018, p. 689-691. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Automatic_data_categorization_by_Multi_label_Classification_Using_Semi_Supervised_Singular_Value_Decomposition_ijariie7592.pdf (Accessed : 14 February 2020).
Harvard Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. (2018) 'Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition', International Journal Of Advance Research And Innovative Ideas In Education, 4(2), pp. 689-691IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Automatic_data_categorization_by_Multi_label_Classification_Using_Semi_Supervised_Singular_Value_Decomposition_ijariie7592.pdf (Accessed : 14 February 2020)
IEEE Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar, "Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 2, pp. 689-691, Mar-App 2018. [Online]. Available: http://ijariie.com/AdminUploadPdf/Automatic_data_categorization_by_Multi_label_Classification_Using_Semi_Supervised_Singular_Value_Decomposition_ijariie7592.pdf [Accessed : 14 February 2020].
Turabian Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. "Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 2 (14 February 2020).
Vancouver Pooja Mhaske, Aishwarya Thote, Shreyan Saraswat, Mayur Songire, and Prof. A. V. Kolapkar. Automatic data categorization by Multi label Classification Using Semi-Supervised Singular Value Decomposition. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 14 February 2020]; 4(2) : 689-691. Available from: http://ijariie.com/AdminUploadPdf/Automatic_data_categorization_by_Multi_label_Classification_Using_Semi_Supervised_Singular_Value_Decomposition_ijariie7592.pdf
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