Swarm Intelligence Algorithms in Text Document Clustering with Various Benchmarks by Suganya Selvaraj, Eunmi Choi

“…In this paper, to find the best performing SI algorithm in text document clustering, we performed a comparative study for the PSO, bat, grey wolf optimization (GWO), and K-means algorithms using six data sets of various sizes, which were created from BBC Sport news and 20 newsgroups. Based on our experimental results, we discuss the features of a document clustering problem with the nature of SI algorithms and conclude that the PSO and GWO SI algorithms are better than K-means, and among those algorithms, the PSO performs best in terms of finding the optimal solution.…”
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A framework for integrating DBpedia in a multi-modality ontology news image retrieval system by M. Khalid, Yanti Idaya Aspura, Noah, Shahrul Azman

“…Our goal is to populate a knowledge base with on-line image news resources in the BBC sport domain. This system will yield high precision, a high recall and include diverse sports photos for specific entities. …”
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A new similarity function for Pythagorean fuzzy sets with application in football analysis by Rongfeng Li, Paul Augustine Ejegwa, Kun Li, Iorshase Agaji, Yuming Feng, Idoko Charles Onyeke

“…In terms of practical application, we use the newly developed method of SFPFSs to discuss the relationship between the players of the Liverpool Football Club (FC) in the 2022/2023 English Premier League (EPL) season to assess their performances in their resurgent moments within the season. Using data from BBC Sport analysis (BBCSA) on the players' rating per match in a Pythagorean fuzzy setting, we establish the players' interactions, communications, passing, contributions, and performances to ascertain the high ranking players based on performances. …”
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Text Classification Using Intuitionistic Fuzzy Set Measures—An Evaluation Study by George K. Sidiropoulos, Nikolaos Diamianos, Kyriakos D. Apostolidis, George A. Papakostas

“…In this study, we evaluate the performance of 43 similarity and 19 distance measures in the task of text document classification, using the widely used BBC News and BBC Sports benchmark datasets. Their performance is optimized through hyperparameter optimization techniques and evaluated via a leave-one-out cross-validation technique, presenting their performance using the accuracy, precision, recall, and F1-score metrics.…”
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The polarity of war metaphors in sports news: a corpus-informed analysis by Tan, Kim Hua, Hamdi Khalis, Nur-Ehsan Mohd-Said, Ong, Song Howe

“…Sports news from the BBC Sports News, Malay Mail Online and the Malaysian Online Sports News Corpus, which amounted to 2.3 million words of sports texts, were subjected to corpus analysis. …”
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