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2024 | OriginalPaper | Chapter

Web-Based Intelligent Book Recommendation System Under Smart Campus Applications

Authors : Onur Dogan, Seyfullah Tokumaci, Ouranıa Areta Hiziroglu

Published in: Advances in Intelligent Manufacturing and Service System Informatics

Publisher: Springer Nature Singapore

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Abstract

The chapter delves into the significance of web-based intelligent book recommendation systems in smart campus applications. It highlights the challenges of book recommendation, such as high dimensionality, sparsity, and subjectivity of user preferences. The proposed hybrid system, which integrates collaborative and content-based filtering, addresses these challenges by providing personalized and accurate recommendations. The system's evaluation demonstrates its effectiveness, with a precision of 70% and a recall of 70% under realistic scenarios. The chapter also discusses the implications for educational managers, including improved resource allocation and data-driven decision-making. Future research directions are suggested to enhance the system's capabilities, making it a valuable resource for enhancing student learning outcomes and engagement.

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Onile, A.E., Machlev, R., Petlenkov, E., Levron, Y., Belikov, J.: Uses of the digital twins concept for energy services, intelligent recommendation systems, and demand side management: a review. Energy Rep. 7, 997–1015 (2021)CrossRef

He, J., Zhang, S.: How digitalized interactive platforms create new value for customers by integrating B2B and B2C models? An empirical study in china. J. Bus. Res. 142, 694–706 (2022)CrossRef

Khademizadeh, S., Nematollahi, Z., Danesh, F.: Analysis of book circulation data and a book recommendation system in academic libraries using data mining techniques. Libr. Inf. Sci. Res. 44(4), 101191 (2022)CrossRef

Ifada, N., Syachrudin, I., Sophan, M.K., Wahyuni, S.: Enhancing the performance of library book recommendation system by employing the probabilistic-keyword model on a collaborative filtering approach. Procedia Comput. Sci. 157, 345–352 (2019)CrossRef

Iqbal, N., Jamil, F., Ahmad, S., Kim, D.: Toward effective planning and management using predictive analytics based on rental book data of academic libraries. IEEE Access 8, 81978–81996 (2020)CrossRef

Anwar, T., Uma, V.: CD-SPM: cross-domain book recommendation using sequential pattern mining and rule mining. J. King Saud Univ.-Comput. Inf. Sci. 34(3), 793–800 (2022)

Belkhadir, I., Omar, E.D., Boumhidi, J.: An intelligent recommender system using social trust path for recommendations in web-based social networks. Procedia Comput. Sci. 148, 181–190 (2019)CrossRef

Tian, Y., Zheng, B., Wang, Y., Zhang, Y., Wu, Q.: College library personalized recommendation system based on hybrid recommendation algorithm. Procedia CIRP 83, 490–494 (2019)CrossRef

Zhu, T., Liu, Y.: Learning personalized preference: a segmentation strategy under consumer sparse data. Expert Syst. Appl. 215, 119333 (2023)

10.

Vasileiou, M., Rowley, J., Hartley, R.: The e-book management framework: the management of e-books in academic libraries and its challenges. Libr. Inf. Sci. Res. 34(4), 282–291 (2012)CrossRef

11.

Nugraha, E., Ardiansyah, T., Junaeti, E., Riza, L.S.: Enhanced digital library with book recommendations based on collaborative filtering. J. Eng. Educ. Transf. 34(Special Issue) (2020)

12.

Wang, D., Liang, Y., Xu, D., Feng, X., Guan, R.: A content-based recommender system for computer science publications. Knowl.-Based Syst. 157, 1–9 (2018)CrossRef

13.

Yang, S., Korayem, M., AlJadda, K., Grainger, T., Natarajan, S.: Combining content-based and collaborative filtering for job recommendation system: a cost-sensitive statistical relational learning approach. Knowl.-Based Syst. 136, 37–45 (2017)CrossRef

14.

Zhang, P., et al.: Group-based latent Dirichlet allocation (group-LDA): effective audience detection for books in online social media. Knowl.-Based Syst. 105, 134–146 (2016)CrossRef

15.

Renuka, S., Raj Kiran, G.S.S., Rohit, P.: An unsupervised content-based article recommendation system using natural language processing. In: Jeena Jacob, I., Kolandapalayam Shanmugam, S., Piramuthu, S., Falkowski-Gilski, P. (eds.) Data Intelligence and Cognitive Informatics. AIS, pp. 165–180. Springer, Singapore (2021). https://doi.org/10.1007/978-981-15-8530-2_13CrossRef

16.

Chandra, A., Ahmed, A., Kumar, S., Chand, P., Borah, M.D., Hussain, Z.: Content-based recommender system for similar products in E-commerce. In: Patgiri, R., Bandyopadhyay, S., Borah, M.D., Emilia Balas, V. (eds.) Edge Analytics. LNEE, vol. 869, pp. 617–628. Springer, Singapore (2022). https://doi.org/10.1007/978-981-19-0019-8_46CrossRef

17.

Bhaskaran, S., Marappan, R.: Design and analysis of an efficient machine learning based hybrid recommendation system with enhanced density-based spatial clustering for digital e-learning applications. Complex Intell. Syst. 1–17 (2021)

18.

Ricci, F., Rokach, L., Shapira, B.: Introduction to recommender systems handbook. In: Ricci, F., Rokach, L., Shapira, B., Kantor, P. (eds.) Recommender Systems Handbook, pp. 1–35. Springer, Boston (2010). https://doi.org/10.1007/978-0-387-85820-3_1CrossRefMATH

19.

Liu, M.: Personalized recommendation system design for library resources through deep belief networks. Mob. Inf. Syst. 2022 (2022)

20.

Simović, A.: A big data smart library recommender system for an educational institution. Libr. Hi Tech 36(3), 498–523 (2018)CrossRef

21.

Darling-Hammond, L., Flook, L., Cook-Harvey, C., Barron, B., Osher, D.: Implications for educational practice of the science of learning and development. Appl. Dev. Sci. 24(2), 97–140 (2020)CrossRef

22.

Roy, D., Dutta, M.: A systematic review and research perspective on recommender systems. J. Big Data 9(1), 59 (2022)CrossRef

Title: Web-Based Intelligent Book Recommendation System Under Smart Campus Applications
Authors: Onur Dogan
Seyfullah Tokumaci
Ouranıa Areta Hiziroglu
Publisher: Springer Nature Singapore
Book: Advances in Intelligent Manufacturing and Service System Informatics
Print ISBN: 978-981-9960-61-3

Electronic ISBN: 978-981-9960-62-0

Copyright Year: 2024
DOI: https://doi.org/10.1007/978-981-99-6062-0_6

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