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COMPARISON OF DATASET OVERSAMPLING ALGORITHMS AND THEIR APPLICABILITY TO THE CATEGORIZATION PROBLEM
Published 2023-08-01“…The purpose of the work is to analyze existing solutions and algorithms for solving the problem of dataset imbalance of different types and different industries and to conduct an experimental comparison of algorithms. The article solves the following tasks: to analyze approaches to solving the problem – preprocessing methods, learning methods, hybrid methods and algorithmic approaches; to define and describe the oversampling algorithms most often used to balance datasets; to select classification algorithms that will serve as a tool for establishing the quality of balancing by checking the applicability of the datasets obtained after oversampling; to determine metrics for assessing the quality of classification for comparison; to conduct experiments according to the proposed methodology. …”
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A method FOR ESTIMATING THE IMPACT OF THE FARE RULES CONDITIONS
Published 2016-12-01Subjects: Get full text
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Measuring the contents of tea lipids and comparison of qualitative analyzing methods
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COMPARISON OF CEMENT AND SCREW FIXATION OF ORTHOPEDIC STRUCTURES
Published 2022-06-01Get full text
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Comparison of Estimation Methods for the Parameters of the Frechet Distribution - using Simulation.
Published 2025-06-01“…Through the simulation method, the comparison process was carried out, where the experimental samples were determined (n = 15, 25, 50, 75, 100) with the assumption of four default values for each of the shape parameter (λ =1.1, 1.5, 2, 2.5) and the scale parameter (θ=1.4, 1.8, 2.3, 3). …”
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Comparison of Two Methods for the Extraction of Fractionated Rice Bran Protein
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Comparison of Different Methods for Detecting Carbapenemase Types in Enterobacterales Species
Published 2024-12-01Get full text
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Comparison of instrumental methods for color change assessment of Giomer resins
Published 2022-02-01Get full text
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Comparison of pregnancy detection methods in live white‐tailed deer
Published 2012-03-01Get full text
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Comparison of methods for calculating the enthalpy of vaporization of binary azeotropic mixtures
Published 2024-09-01Get full text
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A comprehensive comparison of phase I dose escalation methods
Published 2018-11-01“…Recently, several dose finding methods have been developed. However, the comparison of those designs and traditional designs are not intensive. …”
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Comparison of methods for evaluating genetic differentiation of populations by microsatellite markers
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A comparison of three external transmitter attachment methods for snakes
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Comparison of different methods for identification of pathogenic bacteria from rice
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Comparison of Machine Learning Methods for Menstrual Cycle Analysis and Prediction
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Comparison of methods for vehicle emissions calculation and their sensitivity to fleet structuring
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Comparison of Presplit and Smooth Blasting Methods for Excavation of Rock Wells
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Repair Composite Adhesion Strength: A Comparison of Testing Methods
Published 2024-11-01Get full text
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