Research on personalized teaching modeling based on dynamic entropy control clustering: Innovation and application of AKM-DWEC framework
The growing demand for personalized education necessitates intelligent clustering methods capable of handling dynamic, high-dimensional educational data while preserving privacy. This study proposes an Adaptive K-means framework with Dynamic Weight Entropy Control (AKM-DWEC), which addresses three c...
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| Vydáno v: | Systems and soft computing Ročník 7; s. 200353 |
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Elsevier B.V
01.12.2025
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| Abstract | The growing demand for personalized education necessitates intelligent clustering methods capable of handling dynamic, high-dimensional educational data while preserving privacy. This study proposes an Adaptive K-means framework with Dynamic Weight Entropy Control (AKM-DWEC), which addresses three critical challenges in educational data analysis: (1) Dynamic feature relevance through entropy-regularized weight optimization, explicitly constraining weight uniformity with a novel regularization term λ∑i=1d(Wi−1d)2; (2) Real-time adaptation via incremental micro-cluster updating, reducing computational overhead by 85.3 %; and (3) privacy-utility balance achieved through dual perturbation combining Laplace noise (ε1=0.4) and Gaussian random projection (ε2=0.6). Experimental validation on 800 students' multimodal dataset demonstrates superior performance with 0.892 silhouette coefficient (25.1 % improvement over baseline K-means) and 91.3 % F1-score in learner categorization, while maintaining 91.2 % clustering purity under (ε=1.0, δ=10^5) - differential privacy. The framework's educational impact is evidenced by 28.7 % knowledge mastery improvement (p < 0.001) and 41.7 % reduction in recommendation errors. This work advances personalized education through its dynamic adaptation mechanism and rigorous privacy preservation, though cross-cultural applicability requires further investigation. |
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| AbstractList | The growing demand for personalized education necessitates intelligent clustering methods capable of handling dynamic, high-dimensional educational data while preserving privacy. This study proposes an Adaptive K-means framework with Dynamic Weight Entropy Control (AKM-DWEC), which addresses three critical challenges in educational data analysis: (1) Dynamic feature relevance through entropy-regularized weight optimization, explicitly constraining weight uniformity with a novel regularization term λ∑i=1d(Wi−1d)2; (2) Real-time adaptation via incremental micro-cluster updating, reducing computational overhead by 85.3 %; and (3) privacy-utility balance achieved through dual perturbation combining Laplace noise (ε1=0.4) and Gaussian random projection (ε2=0.6). Experimental validation on 800 students' multimodal dataset demonstrates superior performance with 0.892 silhouette coefficient (25.1 % improvement over baseline K-means) and 91.3 % F1-score in learner categorization, while maintaining 91.2 % clustering purity under (ε=1.0, δ=10^5) - differential privacy. The framework's educational impact is evidenced by 28.7 % knowledge mastery improvement (p < 0.001) and 41.7 % reduction in recommendation errors. This work advances personalized education through its dynamic adaptation mechanism and rigorous privacy preservation, though cross-cultural applicability requires further investigation. |
| ArticleNumber | 200353 |
| Author | Chen, Xihua |
| Author_xml | – sequence: 1 givenname: Xihua orcidid: 0000-0002-5855-2225 surname: Chen fullname: Chen, Xihua email: qxihua@126.com organization: School of Engineering, Guangzhou College of Technology and Business, Guangzhou 510850, Guangdong, PR China |
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| Cites_doi | 10.1007/s40747-022-00647-3 10.1007/978-3-031-80943-9_89 10.1109/TKDE.2023.3297226 10.3991/ijim.v18i06.46289 10.1016/j.heliyon.2024.e31244 10.1109/TLT.2024.3464560 10.3390/app13053267 |
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| Keywords | Multimodal data governance Differential privacy preservation Personalized learning model Adaptive clustering algorithm Dynamic weight entropy control |
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| References | Alatrash (bib0019) 2024 (bib0032) 2024; 4 Fu, Jia (bib0006) 2024; 47 Kim (bib0018) 2023; 24 Alatrash (bib0022) 2024; 6 Liu (bib0036) 2023; 35 HolonIQ. Global EdTech Market report 2024. Bellaj, Ben Dahmane, Boudra (bib0009) 2024; 18 Bai, Li, Shen (bib0008) 2024; 17 Accessed 30 Mar. 2025. Liu (bib0031) 2024 Meng, Abed, Elsehrawy (bib0017) 2024; 10 Gupta (bib0025) 2024 Peng (bib0026) 2024 Anderson (bib0005) 2022; 34 Li, Xu, Li (bib0020) 2024; 33 Sun (bib0014) 2024; 9 Chen (bib0039) 2023; 198 T.T.M. Huong, et al. Navigating digital teaching competence: insights from Vietnamese EFL teachers in the Digital transformation era. (2025):853–860. Ministry of Education of the People's Republic of China. Education Informatization 2.0 Action Plan. China Education Publishing House, 2022 Dhawal (bib0002) 2023; 15 Mubarak, Cao, Hezam (bib0023) 2022; 8 Dwork (bib0035) 2014; 9 Zhang (bib0038) 2023; 34 Wang (bib0024) 2023 Zhang (bib0029) 2024 Chen (bib0034) 2022; 14 Kim (bib0011) 2023; 35 Wang, Liu, Zhang (bib0030) 2024; 36 Wang (bib0037) 2022; 51 Chen (bib0021) 2023 Izzati, Aini, Shahnorbanun (bib0007) 2023; 13 Zhou (bib0010) 2024; 46 Smith, Johnson, Williams (bib0016) 2024; 15 Zhang, Zhou, Wu (bib0015) 2024; 15 Li, Wang, Zhang (bib0027) 2023; 36 Zhou (bib0028) 2024 Li, Zhang (bib0012) 2024; 6 Hong, Zhang (bib0004) 2023; 71 OECD. PISA 2025 Technological Framework. OECD Publishing, Paris, 2024. Chen (10.1016/j.sasc.2025.200353_bib0039) 2023; 198 Zhang (10.1016/j.sasc.2025.200353_bib0038) 2023; 34 10.1016/j.sasc.2025.200353_bib0003 Peng (10.1016/j.sasc.2025.200353_bib0026) 2024 Li (10.1016/j.sasc.2025.200353_bib0027) 2023; 36 10.1016/j.sasc.2025.200353_bib0001 Izzati (10.1016/j.sasc.2025.200353_bib0007) 2023; 13 Kim (10.1016/j.sasc.2025.200353_bib0011) 2023; 35 Zhou (10.1016/j.sasc.2025.200353_bib0010) 2024; 46 Li (10.1016/j.sasc.2025.200353_bib0012) 2024; 6 (10.1016/j.sasc.2025.200353_bib0032) 2024; 4 Sun (10.1016/j.sasc.2025.200353_bib0014) 2024; 9 Bellaj (10.1016/j.sasc.2025.200353_bib0009) 2024; 18 Zhang (10.1016/j.sasc.2025.200353_bib0015) 2024; 15 Mubarak (10.1016/j.sasc.2025.200353_bib0023) 2022; 8 Zhou (10.1016/j.sasc.2025.200353_bib0028) 2024 Liu (10.1016/j.sasc.2025.200353_bib0031) 2024 Wang (10.1016/j.sasc.2025.200353_bib0024) 2023 Chen (10.1016/j.sasc.2025.200353_bib0034) 2022; 14 Dwork (10.1016/j.sasc.2025.200353_bib0035) 2014; 9 Meng (10.1016/j.sasc.2025.200353_bib0017) 2024; 10 Wang (10.1016/j.sasc.2025.200353_bib0030) 2024; 36 Smith (10.1016/j.sasc.2025.200353_bib0016) 2024; 15 Alatrash (10.1016/j.sasc.2025.200353_bib0022) 2024; 6 Dhawal (10.1016/j.sasc.2025.200353_bib0002) 2023; 15 Liu (10.1016/j.sasc.2025.200353_bib0036) 2023; 35 10.1016/j.sasc.2025.200353_bib0013 Li (10.1016/j.sasc.2025.200353_bib0020) 2024; 33 10.1016/j.sasc.2025.200353_bib0033 Zhang (10.1016/j.sasc.2025.200353_bib0029) 2024 Gupta (10.1016/j.sasc.2025.200353_bib0025) 2024 Fu (10.1016/j.sasc.2025.200353_bib0006) 2024; 47 Hong (10.1016/j.sasc.2025.200353_bib0004) 2023; 71 Chen (10.1016/j.sasc.2025.200353_bib0021) 2023 Wang (10.1016/j.sasc.2025.200353_bib0037) 2022; 51 Kim (10.1016/j.sasc.2025.200353_bib0018) 2023; 24 Bai (10.1016/j.sasc.2025.200353_bib0008) 2024; 17 Alatrash (10.1016/j.sasc.2025.200353_bib0019) 2024 Anderson (10.1016/j.sasc.2025.200353_bib0005) 2022; 34 |
| References_xml | – reference: OECD. PISA 2025 Technological Framework. OECD Publishing, Paris, 2024. – volume: 51 start-page: 189 year: 2022 end-page: 213 ident: bib0037 article-title: A multimodal Data governance framework for educational scenarios publication-title: J. Educat. Technol. Syst. – reference: . Accessed 30 Mar. 2025. – volume: 6 year: 2024 ident: bib0012 article-title: Big data technology for teaching quality monitoring and improvement in higher education - joint K-means clustering algorithm and Apriori algorithm publication-title: Syst. Soft Comput. – start-page: 1880 year: 2024 end-page: 1887 ident: bib0025 article-title: Capacitated online clustering algorithm. ECAI 2024:27th European Conference on Artificial Intelligence publication-title: Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024) – volume: 36 start-page: 1234 year: 2024 end-page: 1245 ident: bib0030 article-title: Cross-modal contrastive learning for educational data mining publication-title: IEEE Trans. Knowl. Data Eng. – year: 2023 ident: bib0021 article-title: Curriculum contrastive deep clustering publication-title: ICML – year: 2024 ident: bib0026 article-title: Dual-memory clustering for educational streams publication-title: KDD. – volume: 15 start-page: 45 year: 2023 end-page: 68 ident: bib0002 article-title: Growth and trends in MOOC platforms: a 2023 global analysis publication-title: J. Online Learn. Res. – volume: 35 start-page: 1890 year: 2023 end-page: 1912 ident: bib0036 article-title: Real-time micro-cluster updating with canopy screening for educational data streams publication-title: IEEE Trans. Knowl. Data Eng. – volume: 13 start-page: 3267 year: 2023 ident: bib0007 article-title: Identification of student behavioral patterns in higher education using K-means clustering and support vector machine publication-title: Appl. Sci. – volume: 47 start-page: 1 year: 2024 end-page: 8 ident: bib0006 article-title: Analysis of learning behavior and academic achievement based on educational data mining: a case study of an MOOC at Peking University publication-title: Teach. Res. – volume: 17 start-page: 2102 year: 2024 end-page: 2117 ident: bib0008 article-title: Investigating the efficacy of ChatGPT-3.5 for tutoring in Chinese elementary education settings publication-title: IEEe Trans. Learn. Technol. – volume: 9 year: 2024 ident: bib0014 article-title: An exploration of the practical path of internet civic education in student management in colleges and universities based on K-means clustering publication-title: Appl. Mathem. Nonlinear Sci. – reference: T.T.M. Huong, et al. Navigating digital teaching competence: insights from Vietnamese EFL teachers in the Digital transformation era. (2025):853–860. – start-page: 12345 year: 2023 end-page: 12358 ident: bib0024 article-title: Disentangled graph clustering for educational knowledge graphs publication-title: NeurIPS – volume: 4 year: 2024 ident: bib0032 article-title: Photonic Quantum Clustering Consortium. Quantum-inspired clustering in 2000-D educational space publication-title: Nat. Comput. Sci. – volume: 24 year: 2023 ident: bib0018 article-title: Differentially private item response theory for cognitive diagnosis publication-title: JMLR – volume: 36 start-page: 12345 year: 2023 end-page: 12358 ident: bib0027 article-title: Federated clustering with knowledge distillation publication-title: Proceedings of the 37th Conference on Neural Information Processing Systems – volume: 34 start-page: 567 year: 2022 end-page: 589 ident: bib0005 article-title: Cognitive diversity in blended learning environments publication-title: J. Learn. Sci. – volume: 15 year: 2024 ident: bib0015 article-title: Homomorphic encryption for federated clustering in MOOCs publication-title: ACM. Trans. Intell. Syst. Technol. – volume: 14 start-page: 234 year: 2022 end-page: 251 ident: bib0034 article-title: Correlation analysis between knowledge mastery and behavioral entropy in adaptive learning systems publication-title: J. Educ. Data Min. – volume: 15 start-page: 123 year: 2024 end-page: 145 ident: bib0016 article-title: A multimodal reinforcement learning framework for adaptive intervention in special education publication-title: J. Educat. Technol. – volume: 33 start-page: 11 year: 2024 end-page: 21 ident: bib0020 article-title: Deep embedding K-means clustering with skip connections publication-title: Comput. Syst. Applic. – volume: 198 start-page: 104 year: 2023 end-page: 123 ident: bib0039 article-title: Dynamic clustering and dual-tower matching in adaptive educational systems publication-title: Comput. Educ. – year: 2024 ident: bib0031 article-title: Real-time clustering-intervention pipeline for adaptive learning publication-title: IEEE TLT – reference: HolonIQ. Global EdTech Market report 2024. – year: 2024 ident: bib0029 article-title: Causal invariant clustering for education equity analysis publication-title: AAAI – volume: 10 year: 2024 ident: bib0017 article-title: Nano-integrating green and low-carbon concepts into ideological and political education in higher education institutions through K-means clustering publication-title: Heliyon. – volume: 6 start-page: 100193 year: 2024 end-page: 100235 ident: bib0022 article-title: Erratum to ConceptGCN: knowledge concept recommendation in MOOCs based on knowledge graph convolutional networks and SBERT [Computers and Education: artificial Intelligence 6 (June 2024) 100193] publication-title: Comput. Educ. – volume: 71 start-page: 1023 year: 2023 end-page: 1045 ident: bib0004 article-title: Bottlenecks in digital transformation of education: a multidimensional perspective publication-title: Educat. Technol. Res. Develop. – year: 2024 ident: bib0019 article-title: Cross-Cultural adaptation of clustering models in MOOCs publication-title: AIED – reference: Ministry of Education of the People's Republic of China. Education Informatization 2.0 Action Plan. China Education Publishing House, 2022, – volume: 34 start-page: 4201 year: 2023 end-page: 4215 ident: bib0038 article-title: Cross-modal attention Fusion for learning analytics: a Multi-head approach publication-title: IEEE Trans. Neural Netw. Learn. Syst. – volume: 9 start-page: 211 year: 2014 end-page: 407 ident: bib0035 article-title: The algorithmic foundations of differential privacy publication-title: Foundat. Trends® Theoret. Comput. Sci. – volume: 46 start-page: 35 year: 2024 end-page: 42 ident: bib0010 article-title: AIGC empowers education data governance transformation: mechanisms and responses publication-title: J. Huzhou Normal Univ. – volume: 18 start-page: 24 year: 2024 end-page: 39 ident: bib0009 article-title: Big Data analytics in higher education: a new adaptive learning analytics model integrating traditional approaches publication-title: Int. J. Interact. Mobile Technol. – volume: 35 start-page: 1890 year: 2023 end-page: 1912 ident: bib0011 article-title: Enhanced differential privacy for educational data clustering publication-title: Data Min. Knowl. Discov. – volume: 8 start-page: 2183 year: 2022 end-page: 2201 ident: bib0023 article-title: Modeling students' performance using graph convolutional networks publication-title: Complex. Intell. Systems. – year: 2024 ident: bib0028 article-title: Communication-efficient federated clustering via implicit gradient alignment publication-title: ICLR – volume: 34 start-page: 567 issue: 4 year: 2022 ident: 10.1016/j.sasc.2025.200353_bib0005 article-title: Cognitive diversity in blended learning environments publication-title: J. Learn. Sci. – volume: 8 start-page: 2183 issue: 3 year: 2022 ident: 10.1016/j.sasc.2025.200353_bib0023 article-title: Modeling students' performance using graph convolutional networks publication-title: Complex. Intell. Systems. doi: 10.1007/s40747-022-00647-3 – ident: 10.1016/j.sasc.2025.200353_bib0013 doi: 10.1007/978-3-031-80943-9_89 – volume: 9 issue: 1 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0014 article-title: An exploration of the practical path of internet civic education in student management in colleges and universities based on K-means clustering publication-title: Appl. Mathem. Nonlinear Sci. – volume: 71 start-page: 1023 issue: 3 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0004 article-title: Bottlenecks in digital transformation of education: a multidimensional perspective publication-title: Educat. Technol. Res. Develop. – volume: 36 start-page: 1234 issue: 5 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0030 article-title: Cross-modal contrastive learning for educational data mining publication-title: IEEE Trans. Knowl. Data Eng. doi: 10.1109/TKDE.2023.3297226 – volume: 6 start-page: 100193 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0022 article-title: Erratum to ConceptGCN: knowledge concept recommendation in MOOCs based on knowledge graph convolutional networks and SBERT [Computers and Education: artificial Intelligence 6 (June 2024) 100193] publication-title: Comput. Educ. – year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0028 article-title: Communication-efficient federated clustering via implicit gradient alignment publication-title: ICLR – volume: 24 issue: 120 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0018 article-title: Differentially private item response theory for cognitive diagnosis publication-title: JMLR – volume: 6 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0012 article-title: Big data technology for teaching quality monitoring and improvement in higher education - joint K-means clustering algorithm and Apriori algorithm publication-title: Syst. Soft Comput. – volume: 15 start-page: 45 issue: 3 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0002 article-title: Growth and trends in MOOC platforms: a 2023 global analysis publication-title: J. Online Learn. Res. – volume: 18 start-page: 24 issue: 6 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0009 article-title: Big Data analytics in higher education: a new adaptive learning analytics model integrating traditional approaches publication-title: Int. J. Interact. Mobile Technol. doi: 10.3991/ijim.v18i06.46289 – volume: 46 start-page: 35 issue: 12 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0010 article-title: AIGC empowers education data governance transformation: mechanisms and responses publication-title: J. Huzhou Normal Univ. – volume: 15 issue: 3 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0015 article-title: Homomorphic encryption for federated clustering in MOOCs publication-title: ACM. Trans. Intell. Syst. Technol. – volume: 4 issue: 3 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0032 article-title: Photonic Quantum Clustering Consortium. Quantum-inspired clustering in 2000-D educational space publication-title: Nat. Comput. Sci. – volume: 9 start-page: 211 issue: 3–4 year: 2014 ident: 10.1016/j.sasc.2025.200353_bib0035 article-title: The algorithmic foundations of differential privacy publication-title: Foundat. Trends® Theoret. Comput. Sci. – start-page: 12345 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0024 article-title: Disentangled graph clustering for educational knowledge graphs publication-title: NeurIPS – volume: 35 start-page: 1890 issue: 5 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0011 article-title: Enhanced differential privacy for educational data clustering publication-title: Data Min. Knowl. Discov. – volume: 10 issue: 10 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0017 article-title: Nano-integrating green and low-carbon concepts into ideological and political education in higher education institutions through K-means clustering publication-title: Heliyon. doi: 10.1016/j.heliyon.2024.e31244 – volume: 15 start-page: 123 issue: 3 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0016 article-title: A multimodal reinforcement learning framework for adaptive intervention in special education publication-title: J. Educat. Technol. – ident: 10.1016/j.sasc.2025.200353_bib0001 – volume: 198 start-page: 104 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0039 article-title: Dynamic clustering and dual-tower matching in adaptive educational systems publication-title: Comput. Educ. – volume: 14 start-page: 234 issue: 4 year: 2022 ident: 10.1016/j.sasc.2025.200353_bib0034 article-title: Correlation analysis between knowledge mastery and behavioral entropy in adaptive learning systems publication-title: J. Educ. Data Min. – volume: 47 start-page: 1 issue: 05 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0006 article-title: Analysis of learning behavior and academic achievement based on educational data mining: a case study of an MOOC at Peking University publication-title: Teach. Res. – volume: 17 start-page: 2102 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0008 article-title: Investigating the efficacy of ChatGPT-3.5 for tutoring in Chinese elementary education settings publication-title: IEEe Trans. Learn. Technol. doi: 10.1109/TLT.2024.3464560 – ident: 10.1016/j.sasc.2025.200353_bib0003 – volume: 34 start-page: 4201 issue: 8 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0038 article-title: Cross-modal attention Fusion for learning analytics: a Multi-head approach publication-title: IEEE Trans. Neural Netw. Learn. Syst. – year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0026 article-title: Dual-memory clustering for educational streams publication-title: KDD. – volume: 51 start-page: 189 issue: 2 year: 2022 ident: 10.1016/j.sasc.2025.200353_bib0037 article-title: A multimodal Data governance framework for educational scenarios publication-title: J. Educat. Technol. Syst. – volume: 13 start-page: 3267 issue: 5 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0007 article-title: Identification of student behavioral patterns in higher education using K-means clustering and support vector machine publication-title: Appl. Sci. doi: 10.3390/app13053267 – ident: 10.1016/j.sasc.2025.200353_bib0033 – volume: 36 start-page: 12345 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0027 article-title: Federated clustering with knowledge distillation – volume: 35 start-page: 1890 issue: 5 year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0036 article-title: Real-time micro-cluster updating with canopy screening for educational data streams publication-title: IEEE Trans. Knowl. Data Eng. – volume: 33 start-page: 11 issue: 01 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0020 article-title: Deep embedding K-means clustering with skip connections publication-title: Comput. Syst. Applic. – year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0031 article-title: Real-time clustering-intervention pipeline for adaptive learning publication-title: IEEE TLT – year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0019 article-title: Cross-Cultural adaptation of clustering models in MOOCs publication-title: AIED – year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0029 article-title: Causal invariant clustering for education equity analysis publication-title: AAAI – year: 2023 ident: 10.1016/j.sasc.2025.200353_bib0021 article-title: Curriculum contrastive deep clustering publication-title: ICML – start-page: 1880 year: 2024 ident: 10.1016/j.sasc.2025.200353_bib0025 article-title: Capacitated online clustering algorithm. ECAI 2024:27th European Conference on Artificial Intelligence |
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| SubjectTerms | Adaptive clustering algorithm Differential privacy preservation Dynamic weight entropy control Multimodal data governance Personalized learning model |
| Title | Research on personalized teaching modeling based on dynamic entropy control clustering: Innovation and application of AKM-DWEC framework |
| URI | https://dx.doi.org/10.1016/j.sasc.2025.200353 https://doaj.org/article/a7b8571fc4724f60b1087bf19a39eadb |
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