Intelligent Course Recommender Chatbot Using Natural Language Processing
Abstract
Keywords
Full Text:
PDFReferences
L. Movchan and I. Zarishniak, "The Role of Elective Courses in Students′ Professional Development: Foreign Experience," Comp. Prof. Pedagog., vol. 7, no. 2, pp. 20–26, Jun. 2017, doi: 10.1515/rpp-2017-0018.
G. Hancerliogullari Koksalmis, "Factors Affecting Selection of Elective Courses: The Use of Multi-Criteria Decision Making Model," J. Bus. Adm. Res., vol. 1, no. 1, Jan. 2019, doi: 10.30564/jbar.v1i1.205.
V. Roy and C. Parsad, "Efficacy of MBA: on the role of network effects in influencing the selection of elective courses," Int. J. Educ. Manag., vol. 32, no. 1, pp. 84–95, Jan. 2018, doi: 10.1108/IJEM-01-2017-0005.
W. Khan et al., "Part of Speech Tagging in Urdu: Comparison of Machine and Deep Learning Approaches," IEEE Access, vol. 7, pp. 38918–38936, 2019, doi: 10.1109/ACCESS.2019.2897327.
D. Kumawat and V. Jain, "POS Tagging Approaches: A Comparison," Int. J. Comput. Appl., vol. 118, no. 6, pp. 32–38, May 2015, doi: 10.5120/20752-3148.
D. W. Otter, J. R. Medina, and J. K. Kalita, "A Survey of the Usages of Deep Learning for Natural Language Processing," IEEE Trans. Neural Networks Learn. Syst., vol. 32, no. 2, pp. 604–624, Feb. 2021, doi: 10.1109/TNNLS.2020.2979670.
S. Sun, C. Luo, and J. Chen, "A review of natural language processing techniques for opinion mining systems," Inf. Fusion, vol. 36, pp. 10–25, Jul. 2017, doi: 10.1016/j.inffus.2016.10.004.
D. Jurafsky and J. H. Martin, Speech and Language Processing, 2nd ed. Prentice Hall, 2008.
R. E. Salah and L. Qadri binti Zakaria, "A Comparative Review of Machine Learning for Arabic Named Entity Recognition," Int. J. Adv. Sci. Eng. Inf. Technol., vol. 7, no. 2, p. 511, Apr. 2017, doi: 10.18517/ijaseit.7.2.1810.
R. Sukthanker, S. Poria, E. Cambria, and R. Thirunavukarasu, "Anaphora and coreference resolution: A review," Inf. Fusion, vol. 59, pp. 139–162, Jul. 2020, doi: 10.1016/j.inffus.2020.01.010.
K. O'Shea and R. Nash, "An Introduction to Convolutional Neural Networks," CoRR, vol. abs/1511.0, Nov. 2015.
M. A. Parwez, M. Abulaish, and Jahiruddin, "Multi-Label Classification of Microblogging Texts Using Convolution Neural Network," IEEE Access, vol. 7, pp. 68678–68691, 2019, doi: 10.1109/ACCESS.2019.2919494.
Y. Kim, "Convolutional Neural Networks for Sentence Classification," in Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2014, pp. 1746–1751, doi: 10.3115/v1/D14-1181.
A. Hassan and A. Mahmood, "Convolutional Recurrent Deep Learning Model for Sentence Classification," IEEE Access, vol. 6, pp. 13949–13957, 2018, doi: 10.1109/ACCESS.2018.2814818.
M. Skjuve, A. Følstad, K. I. Fostervold, and P. B. Brandtzaeg, "My Chatbot Companion - a Study of Human-Chatbot Relationships," Int. J. Hum. Comput. Stud., vol. 149, p. 102601, May 2021, doi: 10.1016/j.ijhcs.2021.102601.
S. Ayanouz, B. A. Abdelhakim, and M. Benhmed, "A Smart Chatbot Architecture based NLP and Machine Learning for Health Care Assistance," in Proceedings of the 3rd International Conference on Networking, Information Systems & Security, 2020, pp. 1–6, doi: 10.1145/3386723.3387897.
T. Araujo, "Living up to the chatbot hype: The influence of anthropomorphic design cues and communicative agency framing on conversational agent and company perceptions," Comput. Human Behav., vol. 85, pp. 183–189, Aug. 2018, doi: 10.1016/j.chb.2018.03.051.
S. Provoost, H. M. Lau, J. Ruwaard, and H. Riper, "Embodied Conversational Agents in Clinical Psychology: A Scoping Review," J. Med. Internet Res., vol. 19, no. 5, p. e151, May 2017, doi: 10.2196/jmir.6553.
W. Villegas-Ch, A. Arias-Navarrete, and X. Palacios-Pacheco, "Proposal of an Architecture for the Integration of a Chatbot with Artificial Intelligence in a Smart Campus for the Improvement of Learning," Sustainability, vol. 12, no. 4, p. 1500, Feb. 2020, doi: 10.3390/su12041500.
L. Keston and W. Goodridge, "AdviseMe: An Intelligent Web-Based Application for Academic Advising," Int. J. Adv. Comput. Sci. Appl., vol. 6, no. 8, 2015, doi: 10.14569/IJACSA.2015.060831.
C. Chun Ho, H. L. Lee, W. K. Lo, and K. F. A. Lui, "Developing a Chatbot for College Student Programme Advisement," in 2018 International Symposium on Educational Technology (ISET), 2018, pp. 52–56, doi: 10.1109/ISET.2018.00021.
S. Meftah, N. Semmar, and F. Sadat, "A Neural Network Model for Part-Of-Speech Tagging of Social Media Texts," in Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018), 2018, pp. 2821–2828.
S.-W. Kim and J.-M. Gil, "Research paper classification systems based on TF-IDF and LDA schemes," Human-centric Comput. Inf. Sci., vol. 9, no. 1, p. 30, Dec. 2019, doi: 10.1186/s13673-019-0192-7.
DOI: http://dx.doi.org/10.18517/ijaseit.12.5.14798
Refbacks
- There are currently no refbacks.
Published by INSIGHT - Indonesian Society for Knowledge and Human Development