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Title: :  IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT
PaperId: :  8818
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 4 2018
DUI:    16.0415/IJARIIE-8818
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Rutuja GadekarSPCOE, Otur, Pune
Prof. Bhagwan KurheSPCOE, Otur, Pune

Abstract

Computer Engineering
Short Text Similarity; Word Embeddings
Short text messages such as tweets are very noisy and sparse in their use of vocabulary. Traditional textual representations, such as tf-idf, have difficulty grasping the semantic meaning of such texts, which is important in applications such as event detection, opinion mining, news recommendation, etc. We constructed a method based on semantic word embeddings and frequency information to arrive at low-dimensional representations for short texts designed to capture semantic similarity. For this purpose we designed a weight-based model and a learning procedure based on a novel median-based loss function. This paper discusses the details of our model and the optimization methods, together with the experimental results on both Wikipedia and Twitter data. We find that our method outperforms the baseline approaches in the experiments, and that it generalizes well on different word embeddings without retraining. Our method is therefore capable of retaining most of the semantic information in the text, and is applicable out-of-the-box.

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IJARIIE Rutuja Gadekar, and Prof. Bhagwan Kurhe. "IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 4 2018 Page 36-39
MLA Rutuja Gadekar, and Prof. Bhagwan Kurhe. "IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT." International Journal Of Advance Research And Innovative Ideas In Education 4.4(2018) : 36-39.
APA Rutuja Gadekar, & Prof. Bhagwan Kurhe. (2018). IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT. International Journal Of Advance Research And Innovative Ideas In Education, 4(4), 36-39.
Chicago Rutuja Gadekar, and Prof. Bhagwan Kurhe. "IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 4 (2018) : 36-39.
Oxford Rutuja Gadekar, and Prof. Bhagwan Kurhe. 'IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 4, 2018, p. 36-39. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/IDENTIFYING_SHORT_TEXTS_THROUGH_SEMANTIC_ENRICHMENT_ijariie8818.pdf (Accessed : ).
Harvard Rutuja Gadekar, and Prof. Bhagwan Kurhe. (2018) 'IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT', International Journal Of Advance Research And Innovative Ideas In Education, 4(4), pp. 36-39IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/IDENTIFYING_SHORT_TEXTS_THROUGH_SEMANTIC_ENRICHMENT_ijariie8818.pdf (Accessed : )
IEEE Rutuja Gadekar, and Prof. Bhagwan Kurhe, "IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 4, pp. 36-39, Jul-Aug 2018. [Online]. Available: http://ijariie.com/AdminUploadPdf/IDENTIFYING_SHORT_TEXTS_THROUGH_SEMANTIC_ENRICHMENT_ijariie8818.pdf [Accessed : ].
Turabian Rutuja Gadekar, and Prof. Bhagwan Kurhe. "IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 4 ().
Vancouver Rutuja Gadekar, and Prof. Bhagwan Kurhe. IDENTIFYING SHORT TEXTS THROUGH SEMANTIC ENRICHMENT. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : ]; 4(4) : 36-39. Available from: http://ijariie.com/AdminUploadPdf/IDENTIFYING_SHORT_TEXTS_THROUGH_SEMANTIC_ENRICHMENT_ijariie8818.pdf
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