Book Recommendation Based on Emotion in the Online Library Using CNN

Abstract:

The present pandemic situation has made people not go out anywhere because it’s getting difficult to learn the concepts briefly for both lecturers and students. Concepts are learned through videos, but reading is also an important aspect of learning. This paper talks about providing books and notes in online mode to read and recommend books based on facial expressions captured from the user. This paper aims to extract faces from an image, extract the expression (eyes and lips) from it and also classify them into six types of emotions, which are Happy, Fear, Anger, Surprise, Neutral and Sad. The algorithm used for facial expression recognition is the Convolutional Neural Network algorithm, also known as CNN.

• Periodical: Advances in Science and Technology (Volume 124)
• Pages: 219-227
• DOI: https://doi.org/10.4028/p-7z8z0v
• Online since: February 2023
• Authors: R. Srinath*, Sai Siddharth Ravindran Gunnapudi, Laxmi Narasimha Kokkalla
• Keywords: Books, Convolutional Neural Network (CNN), Database, Expression, Facial, Model, Recommendation, User

References

[1] Yingruo Fan, Victor O.K. Li, Jacqueline C.K. Lam. IEEE, and Jacqueline C.K. Lam, Facial Expression Recognition with Deeply-Supervised Attention Network,, in IEEE Transactions on Affective Computing, (2020).

DOI: 10.1109/taffc.2020.2988264

[2] Yingjian Li, Guangming Lu, Jinxing Li, Zheng Zhang, David Zhang. Facial Expression Recognition in the Wild Using Multi-level Features and Attention Mechanisms,, in IEEE Transactions on Affective Computing, (2020).

DOI: 10.1109/taffc.2020.3031602

[3] Florence, S & Uma, M. Emotional Detection and Music Recommendation System based on User Facial Expression,, IOP Conference Series: Materials Science and Engineering, (2020).

DOI: 10.1088/1757-899x/912/6/062007

[4] Chandra Bhushan Singh , Babu Sarkar , Pushpendra Yadav. Facial Expression Recognition,, (2021).

DOI: 10.2139/ssrn.3888312

[5] K. Kulkarni.Automatic Recognition of Facial Displays of Unfelt Emotions," in IEEE Transactions on Affective Computing,, (2020).

[6] Hao Meng,Fei Yuan,Yue Wu, and Tianhao Yan.Facial Expression Recognition Algorithm Based on Fusion of Transformed Multilevel Features and Improved Weighted Voting SVM,.Hindawi Mathematical Problems in Engineering Volume 2021, (2021).

DOI: 10.1155/2021/6639598

[7] N. Yadav, D. S. Rajpoot and S. K. Dhakad, LARAVEL: A PHP Framework for E-Commerce Website,, Fifth International Conference on Image Information Processing (ICIIP), (2019).

DOI: 10.1109/iciip47207.2019.8985771

[8] K. Puritat and K. Intawong, Development of an Open Source Automated Library System with Book Recommendation System for Small Libraries,, (2020).

[9] K. Liu, C. Hsu, W. Wang and H. Chiang, Real-Time Facial Expression Recognition Based on CNN,,International Conference on System Science and Engineering (ICSSE), (2019).

DOI: 10.1109/icsse.2019.8823409

[10] S. Kim, G. H. An and S. -J. Kang, Facial expression recognition system using machine learning,, (2017).