CHARACTERIZATION AND CLASSIFICATION OF SOILS FOR SELECTED SITES IN SOUTHERN ETHIOPIA by Rameto Wabela Buser, Girma Abera, Bekele Lemma, Amsalu Gobena

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Enhancing blockchain transaction classification with ensemble learning approaches by Amrutanshu Panigrahi, Abhilash Pati, Bibhuprasad Sahu, Rourab Paul, Ajit Kumar Nayak, Subrata Chowdhury, Ramya Govindaraj, J Shreyas

“…Three blockchain transactional datasets are considered for evaluating the proposed ensemble-based model. …”
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Embracement with risk classification: opinion of the nurses at an emergency service by Kelly Karine Sales Zem, Juliana Helena Montezeli, Aida Maris Peres

“…The data underwent Bardin's content analysis. Three categories emerged: the first describes the understanding of the nurses from the emergency service on humanization; the second, the understanding of these nurses on embracement with risk classification is shown; and the third, the essential elements for the implementation of embracement with risk classification are listed. …”
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Classification of Music Space from the Perspective of Information Philosophy by Shan Zhang

“…Information philosophy proposes three characteristics of existence: objective reality, objective non-reality, and subjective non-reality. …”
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Professional training on of the protocol of reception with risk classification in pediatrics by Francisca Elisângela Teixeira Lima, Fernanda Jorge Magalhães, Alline Falconieri de Moura, Ana Paula Oliveira Queiroz, Diliane Paiva de Melo Matos, Michelle Sampaio Bezerra

“…The course was conducted in three stages: 1st) Opening and Presentation of the Protocol; 2nd) Activities of dispersion, and 3rd) Discussion and closure of the course. …”
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Classification technology of machine-plucking high quality tea by ZHANG Lan-lan, DONG Ji-fen, TANG Meng, CAI Wei-zhi, WEN Zheng-jun, LUO Yao-ping

“…This study aims to explore the technological development of the machine-plucking classification method of fresh tea leaves.Three methods of classification of fresh, machine-plucked tea leaves were compared in this study: 1) roll screen (6CXF-70 bulk tea leaves classification machine, MCF self-made high quality tea leaves classification machine); 2) flat circular screen (Zhechajing 766); and, 3) wind election (FX450 type). …”
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Application of the Fuzzy Classification for Linear Hybrid Prediction Methods by A. S. Taskin, E. M. Mirkes, N. Y. Sirotinina

“…The test results on three different databases showed that the use of generated attributes for the classical linear regression resulted in the significant increase of the forecasting accuracy. …”
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Machine Learning-Based Ransomware Classification of Bitcoin Transactions by Suleiman Ali Alsaif

“…The proposed approach makes use of three supervised machine learning methods to learn the distinctive patterns in Bitcoin payment transactions, namely, logistic regression (LR), random forest (RF), and Extreme Gradient Boosting (XGBoost). …”
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A modern classification of asthenopias: clinical forms and stages by O. V. Proskurina, E. P. Tarutta, E. N. Iomdina, V. V. Strakhov, V. V. Brezhsky

“…The paper suggests a classification of asthenopias which generalizes literary data and takes account of the authors’ own research results. …”
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Efficient privacy-preserving decision tree classification protocol by Lichuan MA, Jiayi PENG, Qingqi PEI, Haojin ZHU

“…To provide privacy-preserving decision tree classification services in the Internet of things (IoT) big data scenario, an efficient privacy-preserving decision tree classification protocol was proposed by adopting the secure multiparty computation framework into the classification model.The entire protocol consisted of three parts: the original decision tree model mixing, the Boolean share-based privacy-preserving comparing, and the 1-out-of-n oblivious transfer-based classification result obtaining.Via the proposed protocol, the service providers could protect the parameters of their decision tree models and the users were able to derive the classification result without exposing their privately hold data.Through a concrete security analysis, the proposed protocol was proved to be secure against semi-honest adversaries.By implementing the proposed protocol on various practical decision tree models from open datasets, the classification accuracy and the average time cost for completing one privacy-preserving classification service were evaluated.After compared with existing related works, the performance superiority of the proposed protocol is demonstrated.…”
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Mixed attention ensemble for esophageal motility disorders classification. by Xiaofang Wu, Cunhan Guo, Junwu Lin, Zhenheng Lin, Qun Chen

“…We conducted extensive experiments through exploring three different voting strategies and validating our approach on our proprietary dataset. …”
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Imbalanced data stream classification method with limited labels by LI Yanhong, LI Zhihua, ZHENG Jianxing, BAI Hexiang, GUO Xin

“…Comparative experiments on six synthetic data streams and three real data streams demonstrate that the proposed method outperforms six existing data stream classification methods in terms of classification performance.…”
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Imbalanced data stream classification method with limited labels by LI Yanhong, LI Zhihua, ZHENG Jianxing, BAI Hexiang, GUO Xin

“…Comparative experiments on six synthetic data streams and three real data streams demonstrate that the proposed method outperforms six existing data stream classification methods in terms of classification performance.…”
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Theoretical convergences in the classification of business risks and the characterization of the consequence by Julio César González Rodríguez, Ramiro Díaz Carreño

“…Results: It was determined that internal risks can be grouped into three key areas: strategic, financial and operational. …”
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Deep Learning-Based Dzongkha Handwritten Digit Classification by Yonten Jamtsho, Pema Yangden, Sonam Wangmo, Nima Dema

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Classification of Iranian weather types based on Woś method by Hassan Heidari, Ebrahim Mesgari

“…In this study, we utilized the Wos classification method in conjunction with a comprehensive climatological approach to analyze key variables, including minimum, average, and maximum temperatures, as well as cloud cover and daily precipitation. …”
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Methodology for evidence-based urology——evidence classification and retrieval by WANG Yunyun, QIN Changjiang, TONG Tiejun, MA Bin, CAO Shiyi, ZHANG Chao, REN Xuequn, LI Xiaodong, ZHANG Miao, WENG Hong, WANG Yang, JIN Yinghui, YANG Lu, ZENG Xiantao

“…This article started with analyzing the characteristics of common clinical questions in the field, introduced the four criteria for their screening and two types of structured templates, clarified the definition, categories, identification, and three requirements for the application of the four evidence classification methods, and explained the selection of retrieval resources, construction of retrieval strategies, specific operational steps, and precautions for the retrieval process to develop and use evidence. …”
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NEW CLASSIFICATION CRITERIA FOR SCLERODERMA SYSTEMATICA (a lecture) by Lidia Petrovna Ananyeva

“…Three scores are added to the total amount when Raynaud's syndrome is present and SDS-specific (anti-Scl-70, anti-centromere, and anti- RNA polymerase III) autoantibodies are detected. …”
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Imaging and classifications of atlantoaxial dislocation: a narrative review by Guangzhou Li, Hao Zhang, Qing Wang

“…Clinical classifications of AAD associated with imaging are useful in determining treatment strategies. …”
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Bibliometrics effects of a new paper level classification by Marcos Peña-Rocha, Rocío Gómez-Crisóstomo, Vicente P. Guerrero-Bote, Félix de Moya-Anegón

“…The study's results are divided into three different sections: the first involves comparisons at the Scopus area level, the second examines comparisons at the category level, and the third tests various bibliometric indicators to identify the variations between the two systems. …”
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