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Title: :  Hierarchical Multilabel Classification
PaperId: :  6709
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 5 2017
DUI:    16.0415/IJARIIE-6709
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
pooja dilip bankark k wagh clg nashik

Abstract

Computer Engineering
chain classifiers, hierarchical classification, multi-label classification
Multi-label classification assigns multiple labels for every instance. If labels are ordered in predefined structure called hierarchical multi-label classification (HMC). HMC is carried out using two approaches such as top down (or local) and one shot (or global). Top down approach splits the problem into sub-problems while one shot approach considers the problem as a whole. One shot approach faces a problem of explodation with huge datasets. Chain Path Evaluation (CPE) method provides solution to address this issue using either Direct Acyclic Graph or tree data structures. The method combines predictions of local classifiers based on the node’s relationships and position in the hierarchy. Probability based pruning is used by CPE and thus found to be superior when compared with other methods with respect to accuracy. This work aims at implementation of CPE and extend it further to remove label duplication. Experimental results show that removal of label duplication results in better accuracy for both MLNP and NMLNP tree based data structures.

Citations

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IJARIIE pooja dilip bankar. "Hierarchical Multilabel Classification" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 5 2017 Page 934-940
MLA pooja dilip bankar. "Hierarchical Multilabel Classification." International Journal Of Advance Research And Innovative Ideas In Education 3.5(2017) : 934-940.
APA pooja dilip bankar. (2017). Hierarchical Multilabel Classification. International Journal Of Advance Research And Innovative Ideas In Education, 3(5), 934-940.
Chicago pooja dilip bankar. "Hierarchical Multilabel Classification." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 5 (2017) : 934-940.
Oxford pooja dilip bankar. 'Hierarchical Multilabel Classification', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 5, 2017, p. 934-940. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Hierarchical_Multilabel_Classification_ijariie6709.pdf (Accessed : 09 May 2020).
Harvard pooja dilip bankar. (2017) 'Hierarchical Multilabel Classification', International Journal Of Advance Research And Innovative Ideas In Education, 3(5), pp. 934-940IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Hierarchical_Multilabel_Classification_ijariie6709.pdf (Accessed : 09 May 2020)
IEEE pooja dilip bankar, "Hierarchical Multilabel Classification," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 5, pp. 934-940, Sep-Oct 2017. [Online]. Available: https://ijariie.com/AdminUploadPdf/Hierarchical_Multilabel_Classification_ijariie6709.pdf [Accessed : 09 May 2020].
Turabian pooja dilip bankar. "Hierarchical Multilabel Classification." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 5 (09 May 2020).
Vancouver pooja dilip bankar. Hierarchical Multilabel Classification. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 09 May 2020]; 3(5) : 934-940. Available from: https://ijariie.com/AdminUploadPdf/Hierarchical_Multilabel_Classification_ijariie6709.pdf
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