An effective veracity management for sentiment analysis in social media using crowdsourcing and multi-set feature learning Arulanandam Gnanaprakasam Aruna, Manickam Sangeetha Concurrency and Computation Practice and Experience, 2023 Summary Recent innovations of the Internet‐of‐Things (IoT) are facilitated the data processing to an enormous scale. Nevertheless, the collected data are inherently uncertain because of noise, discrepancy, and incompleteness. To solve these constraints, improving data veracity is crucial for IoT‐based applications. As big data veracity is more critical, it must predict the veracity of tweets automatically for decision‐making. There have been many techniques developed including artificial intelligence and crowdsourcing models to estimate the veracity of tweets from single sources. But, these models are ineffective while the amount of crowd labels for tweets from multiple sources is not feasible. Also, analyzing the sentiment of public opinions has high complexity. Therefore, this article focuses on developing an efficient model to predict the veracity of tweets from multiple sources and analyze the sentiments of the passage. Primarily, different tweets with text labels are collected. Afterward, a crowdsourcing model is introduced which utilizes the crowdflower dataset to obtain the crowd labels for collected tweets. The Generative Adversarial Network (GAN) model is applied to increase the veracity of tweets by handling the low‐veracity tweets. Finally, the multi‐set feature learning model is implemented to classify the sentiment of opinions. The performance results manifest that the proposed model accomplishes superior accuracy of 97% than the classical veracity prediction models.
An effective veracity management for sentiment analysis in social media using crowdsourcing and multi‐set feature learning AG Aruna, M Sangeetha Concurrency and Computation: Practice and Experience, e7593 , 2022 2022.0 Citations: 1
Computer Operation Controlled Based On Hand Gestures MAGA Ms. M. Kanimozhi, Ms. S. Prethi Varthanaa 3rd International Conference on Recent Advances in Computing and Communication , 2022 2022.0
Literature Survey for Student Admission Prediction using Machine Learning MAGA Mr. B. Raj Subash, Mr. E. Rajeshkumar 3rd International Conference on Recent Advances in Computing and Communication , 2022 2022.0
Implementation of crop yield prediction using LSTM MAGA S.Dhivya, U.G.Prithika 3rd International Conference on Recent Advances in Computing and … , 2022 2022.0
AI and IoT based crop production enhancement by plant leaf classification MAGA Ms.S. Deivarani IN Patent E-12/4638/2022/CH E , 2022 2022.0
Controlling system via Mano Pantomime MAGA Ms.D.Darvi Priscilla,Ms. P. Vaishaali The Board of International E-Conference on innovation and emerging trends in … , 2022 2022.0
Assessment of Factors Influencing Women Engagement in Self-help Groups of Coimbatore FJP Kumar, A G Sudha, AG Aruna International Transaction Journal of Engineering, Management, & Applied … , 2021 2021.0
Involvement of Women as a Member of Self-Help Group on the Economic Development of Coimbatore DAG Sudha, DFJ Kumar, AG Aruna International Journal of Management 11 (4) , 2020 2020.0 Citations: 1
Insights on the Operational Efficiency of Women Entrepreneurs among Self Help groups in Coimbatore S AG, FJ Peter Kumar, AG Aruna International Journal of Recent Technology and Engineering (IJRTE) 8 (6), 5 , 2020 2020.0
The Influence of Pop-ups in Weblog based on surfing MAGA Ms.J.Vimala International Multidisciplinary Conference on Current Research Trends, 2020 , 2020 2020.0
The Influence of Digital Twin Technology in the Modern World AGA Ms.P.Shanmuga priya,Ms.U.G.Prithika National Level Virtual Conference, Artificial Intelligence, Network Security … , 2020 2020.0
Enhancing Byzantine fault tolerance using MD5 checksum and delay variation in Cloud services C Sathya, S Agilan, AG Aruna arXiv preprint arXiv:1801.08710 , 2018 2018.0
Impact of Deep Learning in Big Data Analytics AG Aruna, M Sangeetha, C Sathya, KH Vani International Journal of Scientific Research in Computer Science … , 2017 2017.0
An Analysis of Quantum Factoring Using Shors Algorithm AGA K.H.Vani Journal Of Network security and computer networks (jonscn) 2 (1) , 2016 2016.0
Role of Quantum computing in Cancer diagnosis AG Aruna, KH Vani, C Sathya International Journal of Advanced Engineering and Management Research 1 (3) , 2016 2016.0
A study on reversible logic gates of quantum computing AG Aruna, KH Vani, RS Meena Int. J. Computer Sci. Information Technol 7, 427-432 , 2016 2016.0 Citations: 16
Advanced Approach of Hiding Sensitive Association Rule AG Aruna 4th National Conference on Networks, Intelligence & Computing Systems , 2010 2010.0
Securing Online Transactions with Cryptography And Secured Authentication Methods A Aruna, D Sharma, M Elluru, S Sarkar International Journal of Recent Technology and Engineering (IJRTE) 8 , 0 Citations: 2
MOST CITED SCHOLAR PUBLICATIONS
A study on reversible logic gates of quantum computing AG Aruna, KH Vani, RS Meena Int. J. Computer Sci. Information Technol 7, 427-432 , 2016 2016.0 Citations: 16
Securing Online Transactions with Cryptography And Secured Authentication Methods A Aruna, D Sharma, M Elluru, S Sarkar International Journal of Recent Technology and Engineering (IJRTE) 8 , 0 Citations: 2
An effective veracity management for sentiment analysis in social media using crowdsourcing and multi‐set feature learning AG Aruna, M Sangeetha Concurrency and Computation: Practice and Experience, e7593 , 2022 2022.0 Citations: 1
Involvement of Women as a Member of Self-Help Group on the Economic Development of Coimbatore DAG Sudha, DFJ Kumar, AG Aruna International Journal of Management 11 (4) , 2020 2020.0 Citations: 1
Computer Operation Controlled Based On Hand Gestures MAGA Ms. M. Kanimozhi, Ms. S. Prethi Varthanaa 3rd International Conference on Recent Advances in Computing and Communication , 2022 2022.0
Literature Survey for Student Admission Prediction using Machine Learning MAGA Mr. B. Raj Subash, Mr. E. Rajeshkumar 3rd International Conference on Recent Advances in Computing and Communication , 2022 2022.0
Implementation of crop yield prediction using LSTM MAGA S.Dhivya, U.G.Prithika 3rd International Conference on Recent Advances in Computing and … , 2022 2022.0
AI and IoT based crop production enhancement by plant leaf classification MAGA Ms.S. Deivarani IN Patent E-12/4638/2022/CH E , 2022 2022.0
Controlling system via Mano Pantomime MAGA Ms.D.Darvi Priscilla,Ms. P. Vaishaali The Board of International E-Conference on innovation and emerging trends in … , 2022 2022.0
Assessment of Factors Influencing Women Engagement in Self-help Groups of Coimbatore FJP Kumar, A G Sudha, AG Aruna International Transaction Journal of Engineering, Management, & Applied … , 2021 2021.0
Insights on the Operational Efficiency of Women Entrepreneurs among Self Help groups in Coimbatore S AG, FJ Peter Kumar, AG Aruna International Journal of Recent Technology and Engineering (IJRTE) 8 (6), 5 , 2020 2020.0
The Influence of Pop-ups in Weblog based on surfing MAGA Ms.J.Vimala International Multidisciplinary Conference on Current Research Trends, 2020 , 2020 2020.0
The Influence of Digital Twin Technology in the Modern World AGA Ms.P.Shanmuga priya,Ms.U.G.Prithika National Level Virtual Conference, Artificial Intelligence, Network Security … , 2020 2020.0
Enhancing Byzantine fault tolerance using MD5 checksum and delay variation in Cloud services C Sathya, S Agilan, AG Aruna arXiv preprint arXiv:1801.08710 , 2018 2018.0
Impact of Deep Learning in Big Data Analytics AG Aruna, M Sangeetha, C Sathya, KH Vani International Journal of Scientific Research in Computer Science … , 2017 2017.0
An Analysis of Quantum Factoring Using Shors Algorithm AGA K.H.Vani Journal Of Network security and computer networks (jonscn) 2 (1) , 2016 2016.0
Role of Quantum computing in Cancer diagnosis AG Aruna, KH Vani, C Sathya International Journal of Advanced Engineering and Management Research 1 (3) , 2016 2016.0
Advanced Approach of Hiding Sensitive Association Rule AG Aruna 4th National Conference on Networks, Intelligence & Computing Systems , 2010 2010.0