DRCNN-IDS Approach for Intelligent Intrusion Detection System

Sivaram, M.; Gowsic, K.; Prince, T.; Umamaheswari, R.; Ibrahim, Banar Fareed; Sampathkumar, A.

doi:10.1109/iccit-144147971.2020.9213779

Cited by 10 publications

(4 citation statements)

References 14 publications

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“…At this time, meeting the needs of students continues to be the most difficult issue (Fernandes, et al, 2011). In accordance with the findings of (Al-Yousuf & Din, 2020),"satisfaction" is defined by the American Psychological Association as "an individual's experience of pleasure or disappointment that results from comparing a product or service's perceived performance or outcome in relation to the individual's expectation" (Manikandan et al 2020). In other words, if the quality of the service meets the expectations of the client, the student will be happy with the experience.…”

Section: Macedo Journal Of Humanities and Education Development (Jhed...mentioning

confidence: 86%

Academic Quality Dimensions and its influence on Students’ Satisfaction

Macedo

2022

JHED

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Today in many industries service quality is widely used in different sectors. Every sector whether services sector or manufacturing can apply and implement five dimensions of service quality. The purpose of this study is to reveal the impact of service quality on student’s satisfaction in education sectors. The findings of the study will show impact of different service quality dimensions on students’ satisfaction in a private university. This study is useful to see the significance of service quality to satisfy students. SERVQUAL model of service quality provided by (Parasuraman, et al., 1988) is implemented. It includes five dimensions tangible, reliability, responsiveness, assurance and empathy. Findings of this study showed that four of service quality dimensions (tangible, responsiveness, assurance and empathy) have positive association with student satisfaction, except reliability have negative association with student satisfaction.

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Section: Macedo Journal Of Humanities and Education Development (Jhed...mentioning

confidence: 86%

Academic Quality Dimensions and its influence on Students’ Satisfaction

Macedo

2022

JHED

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“…In [ 20 ], the classification of UCI's disease datasets was studied in which SVM integrated with endocrine-based particle swarm optimization (EPSO) and artificial bee bolony (ABC) was employed. In [ 21 ], it was revealed that SVM with fruit fly optimization algorithm (FOA) was used in several medical datasets, namely, Wisconsin Parkinson's dataset, breast cancer dataset, thyroid disease diagnosis, and Pima Indian diabetes dataset. In [ 22 ], a model for diabetes prediction utilizing machine learning approaches was predicted.…”

Section: Related Workmentioning

confidence: 99%

Internet of Medical Things (IoMT) and Reflective Belief Design-Based Big Data Analytics with Convolution Neural Network-Metaheuristic Optimization Procedure (CNN-MOP)

Sampathkumar

Tesfayohani²,

Shandilya

et al. 2022

Computational Intelligence and Neuroscience

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In recent times, the Internet of Medical Things (IoMT) is a new loomed technology, which has been deliberated as a promising technology designed for various and broadly connected networks. In an intelligent healthcare system, the framework of IoMT observes the health circumstances of the patients dynamically and responds to backings their needs, which helps detect the symptoms of critical rare body conditions based on the data collected. Metaheuristic algorithms have proven effective, robust, and efficient in deciphering real-world optimization, clustering, forecasting, classification, and other engineering problems. The emergence of extraordinary, very large-scale data being generated from various sources such as the web, sensors, and social media has led the world to the era of big data. Big data poses a new contest to metaheuristic algorithms. So, this research work presents the metaheuristic optimization algorithm for big data analysis in the IoMT using gravitational search optimization algorithm (GSOA) and reflective belief network with convolutional neural networks (DBN-CNNs). Here the data optimization has been carried out using GSOA for the collected input data. The input data were collected for the diabetes prediction with cardiac risk prediction based on the damage in blood vessels and cardiac nerves. Collected data have been classified to predict abnormal and normal diabetes range, and based on this range, the risk for a cardiac attack has been predicted using SVM. The performance analysis is made to reveal that GSOA-DBN_CNN performs well in predicting diseases. The simulation results illustrate that the GSOA-DBN_CNN model used for prediction improves accuracy, precision, recall, F1-score, and PSNR.

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“…Crucial thinking and an awareness of ethical concerns are critical for students throughout their academic careers as well as when they join professional organizations, as discussed in the preceding section (M Aziz, 2016). Ibrahim et al, (2020) claim that the ethics-centered courses in 2022 will prepare students for tough choices, and they should (Prakash et al, 2020) be engaged in the facts of a situation so that they can make educated judgments (Manikandan et al, 2020). Ethicists are defined as those who take action to help others, as defined by the concept of ethics in education .…”

Section: Literature Reviewmentioning

confidence: 99%

Computer-assisted academic methods: determining the methods of teaching to higher education students

Macedo¹

2022

IJAEMS

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This work aims to investigate different teaching methodologies for university students, although legislation mandates that students with autism receive instruction linked to the general education core content, there is limited research supporting the effectiveness of interventions for teaching core content to these students. The current study was conducted at private universities. A quantitative way for analyzing this paper. In order to analyze this study, a questionnaire was carried out. 180 questionnaires were distributed, 171 were received, however of the 162 questionnaires were properly filled. According to multiple regression analyzes, computer-assisted academic method had the highest value. A computer-assisted academic lecture is one of the ways that can achieve educational objectives.

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DRCNN-IDS Approach for Intelligent Intrusion Detection System

Cited by 10 publications

References 14 publications

Academic Quality Dimensions and its influence on Students’ Satisfaction

Academic Quality Dimensions and its influence on Students’ Satisfaction

Internet of Medical Things (IoMT) and Reflective Belief Design-Based Big Data Analytics with Convolution Neural Network-Metaheuristic Optimization Procedure (CNN-MOP)

Computer-assisted academic methods: determining the methods of teaching to higher education students

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