Search Results - info:eu-repo/classification/algorithm selection problems/Algorithm selection problem
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Algorithm selection for classification problems
Published: IEEE 01.07.2016Published in 2016 SAI Computing Conference (SAI) (01.07.2016)“…A number of algorithms are available in the areas of data mining, machine learning and pattern recognition for solving the same kind of problem…”
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Conference Proceeding -
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Comparison of feature selection algorithms for Data classification problems
Published: IEEE 23.05.2022Published in 2022 VIII International Conference on Information Technology and Nanotechnology (ITNT) (23.05.2022)“…This article discusses various feature selection algorithms, namely SelectKBest with different statistical criteria and Random Forest algorithm, compares classification accuracy with and without…”
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Conference Proceeding -
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Methodology of semi-supervised algorithm selection for classification problems
ISSN: 2710-1673, 2710-1681Published: 29.12.2022Published in Artificial Intelligence (29.12.2022)“…The paper concerns the problem of selecting an appropriate semi-supervised learning algorithm based on validating assumptions that the algorithm is based on for the particular dataset…”
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Journal Article -
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Feature selection algorithms in classification problems: an experimental evaluation
ISSN: 1055-6788, 1029-4937Published: Taylor & Francis 01.02.2007Published in Optimization methods & software (01.02.2007)“…Feature selection (FS) is a significant topic for the development of efficient pattern recognition systems…”
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Journal Article -
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Chaotic genetic algorithm for gene selection and classification problems
ISSN: 1557-8100, 1557-8100Published: United States 01.10.2009Published in Omics (Larchmont, N.Y.) (01.10.2009)“…Pattern recognition techniques suffer from a well-known curse, the dimensionality problem…”
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Journal Article -
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Algorithm Selection for Classification Problems via Cluster-based Meta-features
Published: IEEE 01.12.2018Published in 2018 IEEE International Conference on Big Data (Big Data) (01.12.2018)“…Meta-features describe the characteristics of the datasets to facilitate algorithm selection…”
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Conference Proceeding -
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A Quantum Feature Selection Algorithm for Multi-Classification Problem
Published: IEEE 01.07.2019Published in 2019 International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) (01.07.2019)“…ReliefF is a feature selection algorithm for the multi-classification problem, and its complexity of the algorithm grows rapidly as the number of samples and features increases…”
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Conference Proceeding -
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Fusion Approaches of Feature Selection Algorithms for Classification Problems
Published: IEEE 01.10.2016Published in 2016 5th Brazilian Conference on Intelligent Systems (BRACIS) (01.10.2016)“… from them. Machine learning algorithms are useful tools to perform this task, but usually it is necessary to reduce complexity of data using feature selection algorithms…”
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Conference Proceeding -
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Simulator for Swarm Feature Selection Algorithms for Classification Problem
Published: IEEE 14.03.2024Published in 2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) (14.03.2024)“… This proposed simulator introduces a novel approach to automating the process of selection for Swarm Intelligence (SI…”
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Conference Proceeding -
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Risk analysis for astronaut selection during space flight cardio vascular problems - Classification using random forest algorithm
Published: IEEE 01.04.2015Published in 2015 Global Conference on Communication Technologies (GCCT) (01.04.2015)“…, in most of the cases the issue remains undetected because of the hidden problems which cannot be pinpointed with regular physical tests…”
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Conference Proceeding -
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Empowering Simultaneous Feature and Instance Selection in Classification Problems through the Adaptation of Two Selection Algorithms
ISBN: 1424492114, 9781424492114Published: IEEE 01.12.2010Published in 2010 International Conference on Machine Learning and Applications (01.12.2010)“…This paper proposes a new approach to data selection, a key issue in classification problems…”
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Conference Proceeding -
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A Hybrid Swarm and Gravitation-based feature selection algorithm for handwritten Indic script classification problem
ISSN: 2199-4536, 2198-6053Published: Cham Springer International Publishing 01.04.2021Published in Complex & intelligent systems (01.04.2021)“… Over the years, this complex pattern classification problem has been solved by researchers proposing various feature vectors mostly having large dimensions, thereby increasing the computation…”
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Journal Article -
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Learning the transfer function in binary metaheuristic algorithm for feature selection in classification problems
ISSN: 0941-0643, 1433-3058Published: London Springer London 01.01.2023Published in Neural computing & applications (01.01.2023)“… Feature selection plays a key role in solving problems with high-dimensional data and is a fundamental step in pre-processing many classifications and machine learning problems…”
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Journal Article -
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Feature Selection based nature inspired Capuchin Search Algorithm for solving classification problems
ISSN: 0957-4174Published: Elsevier Ltd 01.01.2024Published in Expert systems with applications (01.01.2024)“…Identification of the optimal subset of features for Feature Selection (FS) problems is a demanding problem in machine learning and data mining…”
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Advanced strategies on update mechanism of Sine Cosine Optimization Algorithm for feature selection in classification problems
ISSN: 0952-1976, 1873-6769Published: Elsevier Ltd 01.01.2022Published in Engineering applications of artificial intelligence (01.01.2022)“…Sine Cosine Algorithm (SCA) that is one of the population-based metaheuristic optimization algorithms basically consists of the updating mechanism based on…”
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Journal Article -
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Comparison of Naive Bayes and Decision Tree on Feature Selection Using Genetic Algorithm for Classification Problem
ISSN: 1742-6588, 1742-6596Published: Bristol IOP Publishing 01.03.2018Published in Journal of physics. Conference series (01.03.2018)“…This paper discusses the problem of feature selection using genetic algorithms on a dataset for classification problems…”
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Classification model-based and assisted environment selection for evolutionary algorithms to solve high-dimensional expensive problems
ISSN: 0020-0255, 1872-6291Published: Elsevier Inc 01.11.2023Published in Information sciences (01.11.2023)“…Surrogate-assisted evolutionary algorithms (SAEAs) have been proven to be very effective in tackling low-dimensional expensive problems…”
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A Hybrid Swarm and Gravitation based feature selection algorithm for Handwritten Indic Script Classification problem
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 10.05.2020Published in arXiv.org (10.05.2020)“… Over the years, this complex pattern classification problem has been solved by researchers proposing various feature vectors mostly having large dimension, thereby increasing the computation…”
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Feature Selection for Classification Problems by Binary Bare Bones Fireworks Algorithm
Published: IEEE 11.05.2023Published in 2023 11th International Symposium on Digital Forensics and Security (ISDFS) (11.05.2023)“…Classification represents a rather simple concept but the number of real-world applications that have it as the crucial part is enormous. Several factors…”
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Conference Proceeding -
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The successive projections algorithm for spectral variable selection in classification problems
ISSN: 0169-7439, 1873-3239Published: Elsevier B.V 28.07.2005Published in Chemometrics and intelligent laboratory systems (28.07.2005)“…) is used to guide SPA selection. The proposed approach is illustrated in two classification problems…”
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