International Journal of Engineering Research in Computer Science and Engineering (IJERCSE)

Monthly Journal for Science , Computer Science and Engineering

Volume4,June 2017,

Topic : Cyberbullying Detection in light of Semantic Enhanced Marginalized Denoising Auto-Encoder

Authors:Cyberbullying Detection in light of Semantic Enhanced Marginalized Denoising Auto-Encoder || Rashmi S Shetty, Sushmitha S Siddanagoudar, Vidyashree.G, Asha.N.

Abstract:As a symptom of progressively prevalent online networking, cyberbullying has developed as a difficult issue afflicting kids, youths and youthful grown-ups. Machine learning methods make programmed identification of harassing messages in web-based social networking conceivable, and this could develop a sound and safe web-based social networking condition. In this significant research region, one basic issue is vigorous and discriminative numerical portrayal learning of instant messages. In this paper, we propose another portrayal learning technique to handle this issue. Our strategy named Semantic-Enhanced Marginalized Denoising Auto-Encoder (smSDA) is produced through semantic expansion of the prominent profound learning model stacked denoising autoencoder. The semantic expansion comprises of semantic dropout commotion and sparsity requirements, where the semantic dropout clamor is outlined in light of area learning and the word inserting system. Our proposed strategy can misuse the concealed element structure of tormenting data and take in a hearty and discriminative portrayal of content. Far reaching investigates two open cyberbullying corpora (Twitter and MySpace) are directed, and the outcomes demonstrate that our proposed approaches outflank other standard content portrayal learning strategies..

Keywords: Cyberbullying Detection, Text Mining, Representation Learning, Stacked Denoising Autoencoder, Word Embedding

Download Paper

DOI: 01.1617/vol4/iss6/pid23751

Related Articles

Wormhole Attack Prevention and Detection Approaches in Mobile Ad hoc Networks: A Survey.

Authors: Avinash Singh || Ram Singar Verma

Doi : 01.1617/vol4/iss03/pid34591

Volume4 ,March 2017.

Developing a GIS Platform for Tourism marketing and promotion In Nigeria: Case Study Of Bauchi State

Authors: Abubakar Siddiq Ango || Abdulsalam Waheed Abdulfatah, Idrissa Djibo

Doi : 01.1617/vol3/iss09/pid91783

Volume3 ,September 2017.

Decentralized Trust Management and Trust Worthiness of Cloud Environments

Authors: Qhubaib Syed || Syed Afzal Ahmed,Syed Abdul Haq

Doi : 01.1617/vol4/iss4/pid21386

Volume4 ,April 2017.

Brain Controlled Chess Based on Virtual Reality Control for Paralyzed Patients

Authors: Sindhura Rao || Ashwini S,Kusuma Mohanchandra

Doi : 01.1617/vol4/iss4/pid82074

Volume4 ,April 2017.

Multilevel Authentication System

Authors: Nichita Silva Lobo || Beverly Rodrigues,Pavni Alluri,Prathibha Singh,Nicole Alvares

Doi : 01.1617/vol4/iss4/pid82135

Volume4 ,April 2017.

Stock Prediction Using Clustering And Regression Techniques

Authors: Shalini Lotlikar || Megha Ainapurkar

Doi : 01.1617/vol4/iss4/pid39708

Volume4 ,April 2017.

Brain Tumor Detection using Image Segmentation

Authors: Siddhi N. Nerurkar ||

Doi : 01.1617/vol4/iss4/pid02845

Volume4 ,April 2017.

Video Mining using Query by Example

Authors: Rosebud Valadares ||

Doi : 01.1617/vol4/iss4/pid89542

Volume4 ,April 2017.

Fuzzy Opinion Mining for Product Recommender System

Authors: Aarti Bandodker ||

Doi : 01.1617/vol4/iss4/pid03652

Volume4 ,April 2017.

Aadhaar and Server based Electoral system

Authors: Yugansh Garg || Sakshi Mishra

Doi : 01.1617/vol4/iss4/pid69053

Volume4 ,April 2017.



Editor Image

Dr. Allon Guez
Professor, Drexel University,

View more



Google Scholar Profile

Thomson Reuters ID : q-6288-2016.
ORCiD Research ID : 0000-0001-9540-6799

All Issues


Journal Code : IJERCSE
Electronic ISSN : 2394-2320
Impact Factor : 4.890
Frequency : monthly
Contact :