An improved approach to Arabic news classification based on hyperparameter tuning of machine learning algorithms
Tài liệu tham khảo
Andradóttir, 2006, Chapter 20 an overview of simulation optimization via random search, 617, 10.1016/S0927-0507(06)13020-0
Bahassine, 2018, Feature selection using an improved Chi-square for Arabic text classification, J. King Saud. Univ. - Comput. Inf. Sci.
Desai, 2020, Stopword Identification and Removal Techniques on TC and IR applications: A Survey, 6th Int. Conf. Adv. Comput. Commun. Syst. (ICACCS), Coimbatore, India, 2020, 466
Elgeldawi, 2021, Hyperparameter tuning for machine learning algorithms used for arabic sentiment analysis, Informatics, 8, 79, 10.3390/informatics8040079
El-Habil, 2012, An application on multinomial logistic regression model, Pak. J. Stat. Oper. Res., 8, 271, 10.18187/pjsor.v8i2.234
Feurer, 2015, Initializing Bayesian hyperparameter optimization via meta-learning, Proc. AAAI Conf. Artif. Intell., 29
Holzinger, 2017, Big data calls for machine learning. Reference module in biomedical, Sciences
Hossin, 2015, A review on evaluation metrics for data classification evaluations, Int. J. Data Min. Knowl. Manag. Process, 5, 01, 10.5121/ijdkp.2015.5201
Hovden, 2019
Hung, 2009, An artificial neural network model for rainfall forecasting in Bangkok, Thailand, Hydrol. Earth Syst. Sci., 13, 1413, 10.5194/hess-13-1413-2009
Jamaleddyn, 2021, Contribution to arabic text classification using machine learning techniques, Int. Conf. Bus. Intell., 18
Koturwar, 2015, A survey of classification techniques in the area of big data, ArXiv, abs/1503, 07477
Kumar, Sandal & Columbus, Christopher & Scholar, Research, 2015, Various improved TFIDF schemes for term weighing in text categorization: a survey, Int. J. Eng. Res., 10, 11905
Mantovani, 2015, Meta-learning Recommendation of Default Hyper-parameter Values for SVMs in Classifications Tasks, CEUR Workshop Proc., 1455
Meyer, 2003, The support vector machine under test, Neurocomputing, 55, 169, 10.1016/S0925-2312(03)00431-4
Ponnusamy, 2018, 4
Saad, 2010
Nandgaonkar, 2020, Multi-class text classification using hyperparameter tuned models, international journal of electrical, Electron. Data Commun. (IJEEDC), 1
Xu, 2018, On splitting training and validation set: a comparative study of cross-validation, bootstrap and systematic sampling for estimating the generalization performance of supervised learning, J. Anal. Test., 2