Abnormal Access Behavior Detection of Ideological and Political MOOCs in Colleges and Universities

Hóng, Ní; Wang, Xuefeng; Wang, Zhonghua

doi:10.1155/2021/9977736

Cited by 12 publications

(13 citation statements)

References 16 publications

(15 reference statements)

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“…Hong et.al. [13], present a strategy for detecting unusual access patterns in IP-MOOCs in institutions. e model for detecting net activities is built using DL to distinguish between normal and abnormal network behavior to detect anomalous access network behavior.…”

Section: Related Workmentioning

confidence: 99%

The Impact of the Development of 5G Technologies on the Ideological and Political Education of College Students

Qiang

2022

Mathematical Problems in Engineering

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Poor teaching effectiveness is currently a major concern in China’s colleges and universities. The Fifth Generation (5G) Internet era has ushered in significant changes in lifestyle, culture, and work, and its convenience and efficacy have supported civilization’s rapid progress. It has brought with it a host of difficulties, as well as new changes and benefits for university students’ ideological and political education (IPE). However, the openness and dispersion of the Internet have certain negative consequences, particularly in terms of IPE in institutions, where the consequences are severe. We propose a 5G-based IPE in this paper. In the opening, we collect the dataset to initialize the proposed flow. The collected dataset can be preprocessed using normalization. After the input education details have been preprocessed, the education detail is grouped by utilizing the Hierarchical K-means (HK) technique. The aspects can then be extracted using the variational autoencoder (VAE). After it has been reviewed for viability, the data can be stored in a database for future research. Then, using the Boosted TCP (BTCP) protocol, the workable data can be sent to the identity of the student and also the BTCP used to convert data effectively. The presentation of this protocol improved using Enhanced fruit fly optimization (EFFO). Performances such as throughput, good-put, transmission rate, and execution time are discussed, and the results are compared to those of other studies.

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Section: Related Workmentioning

confidence: 99%

The Impact of the Development of 5G Technologies on the Ideological and Political Education of College Students

Qiang

2022

Mathematical Problems in Engineering

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“…[7]. The development and utilization of political theory teaching resources in colleges and universities are of positive significance to improve students' comprehensive quality [8]. The unified curriculum is highly abstract and logical, and it also has a certain lag, resulting in classroom teaching activities being usually mainly taught by teachers and students being more passive when facing the curriculum, and it is difficult to integrate the theory with practice [9].…”

Section: Introductionmentioning

confidence: 99%

Integration of Network Teaching Resources of a Political Theory Course Based on the Collaborative Filtering Algorithm

Liu¹,

Liu²,

Jing³

2022

Wireless Communications and Mobile Computing

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With the advent of the information age, the traditional practice teaching model presents many limitations and the popularization of the Internet makes the integration of network resources in the practice teaching of political theory courses begin to attract the attention of scholars. It has become the general trend to realize the integration of network resources in practical teaching. In view of some teachers’ lack of scientific research on the goal orientation of resource integration, there are phenomena of blind accumulation of resources, complex resource structure, and aging resource content in the teaching resource integration of the political theory course. Therefore, based on the excellent performance of the collaborative filtering algorithm in similarity, this paper improves the inaccurate and unstable situation of traditional political theory course network resource integration by modifying parameters such as Pearson similarity function and optimizing the algorithm structure. Strengthening the integration and utilization of practical teaching resources is conducive to improving the effectiveness of political theory course teaching and to alleviating the current situation of serious shortage of practical teaching resources in political theory courses.

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“…Hong et.al (2021) [13], presents a strategy for detecting unusual access patterns in IP-MOOCs in institutions. The model for detecting net activities is built using DL to distinguish between normal and abnormal network behavior to detect anomalous access network behavior.…”

Section: Related Workmentioning

confidence: 99%

The Impact of the Development of 5g Technologies on the Ideological and Political Education of College Students

Qiang

2022

Preprint

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Poor teaching effectiveness is currently a major concern at China's colleges and universities. The 5G Internet age has delivered massive advancements to lifestyle, culture, and work, and its convenience and efficacy have aided civilization's express advancement. It has brought with it a host of difficulties, as well as new changes and benefits for university students' ideological and political education (IPE). However, the Internet's openness and dispersion have certain negative repercussions, especially in terms of IPE in institutions, where the consequences are significant. In this paper, we have proposed a 5G-based IPE. In the opening, we collect the dataset to initialize the proposed flow. The collected dataset can be pre-processed using normalization. After the input education details have been preprocessed, the education detail is grouped by utilizing the Hierarchical K-means technique. The aspects can then be extracted using the variational autoencoder (VAE). After it has been reviewed for viability, the data can be stored in a database for future research. Then, using the Boosted TCP protocol (BTCP), the workable data can be sent to the identity of the student, and also the BTCP used to convert data effectively. The presentation of this protocol improved using Enhanced fruit fly optimization (EFFO). Performances such as throughput, good-put, transmission rate, and execution time are examined, and the results are compared to those of other studies.

show abstract

Abnormal Access Behavior Detection of Ideological and Political MOOCs in Colleges and Universities

Cited by 12 publications

References 16 publications

The Impact of the Development of 5G Technologies on the Ideological and Political Education of College Students

The Impact of the Development of 5G Technologies on the Ideological and Political Education of College Students

Integration of Network Teaching Resources of a Political Theory Course Based on the Collaborative Filtering Algorithm

The Impact of the Development of 5g Technologies on the Ideological and Political Education of College Students

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