A Study on Research Paper Classification Using Keyword Clustering |
Lee, Yun-Soo
(대구가톨릭대학교 컴퓨터정보통신공학과)
Pheaktra, They (대구가톨릭대학교 컴퓨터정보통신공학과) Lee, JongHyuk (대구가톨릭대학교 빅데이터공학과) Gil, Joon-Min (대구가톨릭대학교 IT공학부) |
1 | Bruno Trstenjak, Sasa Mikac, and Dzenana Donko, "KNN with TF-IDF based Framework for Text Categorization," Procedia Engineering, Vol.69, pp.1356-1364, 2014. DOI |
2 | Prafulla Bafna, Dhanya Pramod, and Anagha Vaidya, "Document clustering: TF-IDF approach," in Proceedings of 2016 International Conference on Electrical, Electronics, and Optimization Techniques (ICEEOT), pp.61-66, 2016. |
3 | Lukas Havrlant and Vladik Kreinovich, "A simple probabilistic explanation of term frequency-inverse document frequency (tf-idf) heuristic (and variations motivated by this explanation)," International Journal of General Systems, Vol.46, No.1, pp.27-36, 2017. DOI |
4 | Akiko Aizawa, "An information-theoretic perspective of tf-idf measures," Information Processing and Management, Vol.39, Iss.1, pp.45-65, Jan. 2003. DOI |
5 | Shereen Albitar, Sébastien Fournier, and Bernard Espinasse, "An effective TF/IDF-based text-to-text semantic similarity measure for text classification," in Proceedings of International Conference on Web Information Systems Engineering (WISE 2014), pp.105-114, 2014. |
6 | Chyi-Kwei Yau, Alan Porter, Nils Newman, and Arho Suominen, "Clustering scientific documents with topic modeling," Scientometrics, Vol.100, Iss.3, pp.767-786, Sept. 2014. DOI |
7 | Rakesh Chandra Balabantaray, Chandrali Sarma, and Monica Jha. "Document clustering using K-means and K-medoids," International Journal of Knowledge Based Computer Systems, Vol.1, Iss.1, 2015. |
8 | Rajeev Srivastava and Himanshu Gupta, "K-means based document clustering with automatic "K" selection and cluster refinement," International Journal of Computer Science and Mobile Applications, Vol.2, Iss.5, pp.7-13, 2014. |
9 | N. K. Nagwani, "Summarizing large text collection using topic modeling and clustering based on MapReduce framework," Journal of Big Data, Vol.2, No.6, pp.1-18, Dec. 2015. |
10 | FGCS Journal [Internet], https://www.journals.elsevier.com/future-generation-computer-systems |
11 | Kil-Hong Joo, Eun-Young Shin, Joo-Il Lee, and Won-Suk Lee, "Hierarchical Automatic Classification of News Articles based on Association Rules," Journal of Korean Multimedia Society, Vol.14, No.6, pp.730-741, 2011. DOI |
12 | H. Cho and J.-S. Lee, "Data-driven feature word selection for clustering online news comments," in Proceedings of 2016 International Conference on Big Data and Smart Computing (BigComp), pp.494-497, Jan. 2016. |
13 | Anand Mahendran, Anjali Duraiswamy, Amulya Reddy, and Clayton Gonsalves, "Opinion Mining for text classification," International Journal of Scientific Engineering and Technology, Vol.2, Iss.6, pp.589-594, Jun. 2013. |
14 | Izzat Alsmadi and Ikdam Alhami, "Clustering and classification of email contents," Journal of King Saud University-Computer and Information Sciences, Vol.27, Iss.1, pp.46-57, Jan. 2015. DOI |
15 | Bravo-Alcobendas and C. O. S. Sorzano, "Clustering of biomedical scientific papers," in Proceedings of 2009 IEEE International Symposium on Intelligent Signal Processing, pp.205-209, Aug. 2009. |
16 | Mohsen Taheriyan, "Subject classification of research papers based on interrelationships analysis," in Proceedings of the 2011 Workshop on Knowledge Discovery, Modeling and Simulation, pp.39-44, Aug. 2011. |
17 | Trupti M. Kodinariya and Prashant R. Makwana, "Review on determining number of Cluster in K-Means Clustering," International Journal of Advanced. Researches in Computer Science and Management Studies, Vol.1, Iss.6, pp.90-95, Nov. 2013. |
18 | Charu C. Aggarwal and Chandan K. Reddy, Data clustering: algorithms and applications, CRC press., 2013. |
19 | Hidetsugu Nanba, Noriko Kando, and Manabu Okumura, "Classification of research papers using citation links and citation types: towards automatic review article generation," in Proceedings of 11th ASIS SIG/CR Classification Research Workshop, pp.117-134, 2011. |
20 | Thien Hai Nguyen and Kiyoaki Shirai. "Text classification of technical papers based on text segmentation," Lecture Notes in Computer Science, Vol.7934, pp.278-284, 2013. |
21 | Scikit-Learn [Internet], http://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html |
22 | Gilberto V. Oliveira, Felipe P. Coutinho, Ricardo Campello, and Murilo C. Naldi, "Improving k-means through distributed scalable metaheuristics," Neurocomputing, Vol.246, No.12, pp.45-57, Jul. 2017. DOI |
23 | Peter J. Rousseeuw, "Silhouettes: a graphical aid to the interpretation and validation of cluster analysis," Journal of Computational and Applied Mathematics, Vol.20, pp.53-65, Nov. 1987. DOI |