Application research of college English teaching resources based on knowledge base management platform

Su, Fuxing

doi:10.1088/1742-6596/1345/5/052072

Cited by 6 publications

(6 citation statements)

References 5 publications

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“…In the formula, Z ( Q i ) j represents the acquired subsequence window, K i ( j , j +| C i | − 1) represents the j subsequence in the window, | C i | represents the window length, and i and j are nonzero constants [ 25 ].…”

Section: Data Sharing Methods Of College Dance Teaching Resource Data...mentioning

confidence: 99%

Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm

ZhuGe

Cao

2022

Computational Intelligence and Neuroscience

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Aiming at the problems of long sharing time, low accuracy, recall, and F1 value in the traditional data sharing method of college dance teaching resource database, a data sharing method of college dance teaching resource database based on PSO algorithm is proposed. Multiple regression KNN method is used to eliminate the data noise of college dance teaching resource database, so as to obtain the missing value and complete the filling of incomplete data of college dance teaching resource database. Taking the preprocessed data as the basic element of transmission object statistics and analysis, establish the data transmission self-service channel of college dance teaching resource database, calculate the similarity of the data according to the unequal length sequence, and use the partial least square method to complete the feature extraction of the resource database data. According to the feature extraction results, particle swarm optimization algorithm is adopted to share the data of college dance teaching resource database. The simulation results show that the accuracy, recall, and F1 value of the data sharing method of college dance teaching resource database based on PSO algorithm are high, and the sharing time is short.

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Section: Data Sharing Methods Of College Dance Teaching Resource Data...mentioning

confidence: 99%

Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm

ZhuGe

Cao

2022

Computational Intelligence and Neuroscience

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“…The principal component analysis technique was used to evaluate and process the data, and the main components were selected as independent variables to create a linear regression model [9]. The literature [10] develops a platform model for a knowledge-based management platform-based system for university English teaching resources and elaborates and evaluates the key functional modules, implementation strategies, and operational and managerial issues. Providing students with easy access to comfortable interactive communication and extensive knowledge base resources enhances knowledge management in English instruction.…”

Section: Literature Reviewmentioning

confidence: 99%

“…Finally, by substituting the solved into equation (10), we obtain the multiple linear regression equation: (20)…”

Section: Multiple Linear Regression Analysis Teaching Resources Librarymentioning

confidence: 99%

The Construction of English Teaching Resource Library in Universities Based on Mathematical and Statistical Multiple Regression Model

Guan

2023

Applied Mathematics and Nonlinear Sciences

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This research creates an online communication platform using a mathematical statistics multiple regression model to modify the online lesson plan. The irregular variables in the resource base data are precisely measured, and the regularity of the variables is discovered using mathematical statistics. To improve the teaching resource base, the partial derivatives of the sum of squares are found, the regression values are obtained, and the dispersion of the regression values are all obtained using the maximum likelihood estimation approach. Learning English using the developed instructional resource base increased average score by 1.7 points. It demonstrates how the created teaching resource base for English in colleges and universities is effectively used and how multiple linear regression causes the independent and dependent variables to correlate nicely.

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“…In terms of the selection and utilization of resources for virtual simulation teaching, teachers need to manually manage the knowledge they about to teach and the acquired learning resources, and they are not able to form sound teaching ideas or a complete teaching system through the relation between the knowledge of information tools and the learning resources [9][10][11][12][13][14][15]. It is not difficult to discover the cause of above problems, the root lies in the lack of a universal model of virtual simulation teaching resource management and sharing for organizing teaching resources involved in the teaching content [16][17][18][19][20][21][22][23][24][25]. Knowledge network can well describe the knowledge development progress during teaching process and the relations of teaching resources.…”

Section: Introductionmentioning

confidence: 99%

Use of a Knowledge Network for Management and Sharing of Teaching Resources for Building Construction Simulations

Tan¹,

Yang²

2023

Int. J. Emerg. Technol. Learn.

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A Knowledge network can well describe the knowledge development progress during teaching process and the relations of teaching resources. Managing the virtual simulation teaching resources based on knowledge network technology and arranging the scattered resources around each teaching point are very important for teachers to form a complete teaching system. However, there are many problems pending for solutions in research fields such as the construction of Chinese knowledge network and the text management based on knowledge network technology. For this reason, this paper aims to study the management and sharing of building construction virtual simulation teaching resources based on knowledge network analysis. At first, this paper elaborated on the construction process of the knowledge network of teaching resources, and introduced in detail a few steps during the construction process, including the entity/attribute extraction, coreference resolution, and relation extraction, etc. Then, this paper proposed an improved spectral clustering algorithm for the management and sharing of the said teaching resources, and realized the resource management and sharing works on a platform. At last, experimental results verified the validity of the proposed algorithm and the constructed model.

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Application research of college English teaching resources based on knowledge base management platform

Cited by 6 publications

References 5 publications

Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm

Data Sharing Method of College Dance Teaching Resource Database Based on PSO Algorithm

The Construction of English Teaching Resource Library in Universities Based on Mathematical and Statistical Multiple Regression Model

Use of a Knowledge Network for Management and Sharing of Teaching Resources for Building Construction Simulations

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