Multi-strategy KOA Algorithm for Optimizing Gated Recurrent Cell Networks in Automatic Writing Scoring Method Design

Authors

  • Longmei Gu General Education School Chongqing Water Resources and Electric Engineering College

DOI:

https://doi.org/10.4108/eetsis.4859

Keywords:

automatic writing scoring methods, gated recurrent cell networks, Keplerian optimization algorithm, Gauss-Levy flight strategy

Abstract

INTORDUCTION: Builds an objective, robust, high-precision automatic scoring method for essays that not only improves the efficiency of exam scoring, but also provides effective feedback to help users improve their writing skills.
OBJECTIVES: Addressing the problems of current automatic writing scoring methods that fail to consider holistic and process features and lack of model accuracy.
METHODS: In this paper, a methodology approach for automatic scoring of writing based on intelligent optimization algorithm to improve recurrent neural network is proposed. Firstly, relevant features are extracted by analyzing the problem and process of automatic writing scoring; then, the gated recurrent unit network is improved by multi-strategy Keplerian optimization algorithm to construct the automatic writing scoring model; finally, the effectiveness and superiority of the proposed method is verified by simulation experiment analysis.
RESULTS: The results show that the scoring method proposed in this paper controls the scoring error within 0.04, which solves the problem of incomplete features and insufficient scoring accuracy of automatic scoring methods for writing.
CONCLUSION: The proposed algorithm can improve the accuracy and real-time performance of automatic scoring of writing questions, but the optimization efficiency needs to be further improved.

References

Wang H.W. Using Coh-Metrix to automatically assess students' writing proficiency[J]. Overseas English, 2011(14):2.

Spring R , Johnson M .The possibility of improving automated calculation of measures of lexical richness for EFL writing: a comparison of the LCA, NLTK and SpaCy tools[J].System, 2022, 106:102770-.

Dorst A G , Valdez S , Bouman H .Machine translation in the multilingual classroom:How, when and why do humanities students at a Dutch university use machine translation?[J].Translation and Translanguaging in Multilingual Contexts, 2022, 8(1):49-66.

Kashihara K .Automatic Discrimination of Task Difficulty Predicted by Frontal EEG Activity During Working Memory Tasks in Young and Elderly Drivers [J].International Journal of Information Technology & Decision Making, 2022.

Kasparaitis P .Automatic Transliteration of Polish and English Proper Nouns into Lithuanian[J].Inf. Technol. Control. 2023, 52:128-139.

Nakayama Y , Sato M , Okamoto M ,Kondo Y, Tamura M, Minagawa Y. Deep learning-based classification of adequate sonographic images for self-diagnosing deep vein thrombosis[J].PLOS ONE, 2023, 18.

Gondane S .Design & Development of Smart Fire Safety System for Vehicles Using IOT[J]. Engineering Technology, 2023.

Venugopal M , Sharma V K , Sharma K .Web information mining and semantic analysis in heterogeneous unstructured text data using enhanced latent Dirichlet allocation[J].Concurrency and computation: practice and experience, 2023.

Fery L , Dubrulle B , Podvin B ,Pons F, Faranda D. Learning a Weather Dictionary of Atmospheric Patterns Using Latent Dirichlet Allocation[J]. Geophysical Research Letters, 2022(9):49.

Jesus Serrano-Guerrero,Mohammad Bani-Doumi, Romero F P ,Olivas J A.A fuzzy aspect-based approach for recommending hospitals[J].International Journal of Intelligent Systems, 2022, 37(4):2885-2910.

Zhou S , Kan P , Huang Q , Silbernagel J. A guided latent Dirichlet allocation approach to investigate real-time latent topics of Twitter data during Hurricane Laura:[J].Journal of Information Science, 2023, 49(2):465-479.

Ramathulasi T , Rajasekharababu M .Augmented latent Dirichlet allocationmodel viaword embedded clusters for mashup service clustering[J]. Concurrency and computation: practice and experience, 2022.

Kang Y , Ou R , Zhang Y ,Li H, Tian S. PG-CODE:Latent Dirichlet Allocation Embedded Policy Knowledge Graph for Government Department Coordination[J] . . Journal of Tsinghua University: Natural Science English Edition, 2022(004):027.

Shafi N , Chachoo M A .Query intent recognition by integrating latent dirichlet allocation in conditional random field[J]. of Information Technology, 2023.

Ranjithkumar S , Pandian S C .Fuzzy Based Latent Dirichlet Allocation for Intrusion Detection in Cloud Using ML[J]. Computers, Materials and Continuum (English), 2022(3):17.

Shafi N , Chachoo M A .Query intent recognition by integrating latent dirichlet allocation in conditional random field[J]. of Information Technology, 2023.

Wang H , Hong Z , Hong M .Research on product recommendation based on matrix factorization models fusing user reviews[J].Applied Soft Computing. 2022(123-):123.

Ujlayan A , Sharma M .An analysis of employee skills and potency using machine learning[J]. 2022.

Zeng D , Zhao J , Zhang W ,Zhou Y. User-interactive innovation knowledge acquisition model based on social media[J].Information Processing & Management: Libraries and Information Retrieval Systems and Communication Networks: An International Journal, 2022(3):59.

Jiang L , Zhang T , Huang T .Empirical Research of Hot Topic Recognition and its Evolution Path Method for Scientific and Technological Literature[J] . .Journal of Advanced Computatioanl Intelligence and Intelligent Informatics, 2022(3 TN.156):26.

Zeng L , Zheng Z , Lian X , Zhang K, Zhu M, Zhang K. Intelligent optimization method for the dynamic scheduling of hot metal ladles of one-ladle technology on ironmaking and steelmaking interface in steel plants[J]. Journal of Mineral Metallurgy and Materials:English Edition, 2023, 30(9):1729-1739.

J. Liu, W. X. Zhang, Y. G. Li, Y. Chao Zhang, J. Zhou. Research on line consistency measurement based on twin neural network[J]. Journal of Beijing Institute of Technology, 2022, 42(6):9.

Tian D , Liu H , Chen S ,Li M, Liu C. Human Error Analysis for Hydraulic Engineering: Comprehensive System to Reveal Accident Evolution Process with Text Knowledge[J].Journal of construction engineering and management, 2022.

Zhou Q , Dai H , Hu Z ,Liu Y, Yang G. Accuracy-first and efficiency-first privacy-preserving semantic -aware ranked searches in the cloud[J].International Journal of Intelligent Systems, 2022, 37:9213 - 9244.

Fernandez J , Song Y , Padua M ,Liu P. A Framework for Urban Parks: Using Social Media Data to Assess Bryant Park, New York[J].Landscape journal, 2022(1 ):41.

Ning W , Liu J , Xiong H .Knowledge discovery using an enhanced latent Dirichlet allocation-based clustering method for solving on-site assembly problems[J].Robotics and Computer-Integrated Manufacturing, 2022, 73(3):102246.

JIANG Jian-Xiang, YANG Ping, GUAN Yu-Da Yang Kang, LIU Lu-Yao. A short-term load forecasting method for industrial customers based on VMD-GRU-EC[J]. Electrical Automation, 2023, 45(5):34-37.

Abdel-Basset M , Mohamed R , Azeem S A A ,Jameel M.Kepler optimization algorithm: a new metaheuristic algorithm inspired by Kepler's laws of planetary motion[J].Knowledge-based systems, 2023.

Downloads

Published

05-03-2024

How to Cite

1.
Gu L. Multi-strategy KOA Algorithm for Optimizing Gated Recurrent Cell Networks in Automatic Writing Scoring Method Design. EAI Endorsed Scal Inf Syst [Internet]. 2024 Mar. 5 [cited 2024 Apr. 20];. Available from: https://publications.eai.eu/index.php/sis/article/view/4859

Issue

Section

Research articles