Search Results - info:eu-repo/classification/algorithm selection problems/algorithm selection problem~

Algorithm selection for classification problems by Pise, Nitin, Kulkarni, Parag

“…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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Feature selection algorithms in classification problems: an experimental evaluation by Salappa, A., Doumpos, M., Zopounidis, C.

“…Feature selection (FS) is a significant topic for the development of efficient pattern recognition systems…”
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A Quantum Feature Selection Algorithm for Multi-Classification Problem by Chen, Junxiu, Liu, Wenjie, Gao, Peipei, Wang, Haibin

“…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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Fusion Approaches of Feature Selection Algorithms for Classification Problems by Jesus, Jhoseph, Araujo, Daniel, Canuto, Anne

“… 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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Comparison of feature selection algorithms for Data classification problems by Tislenko, M. D., Gaidel, A. V., Kupriyanov, A. V.

“…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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Methodology of semi-supervised algorithm selection for classification problems by V, Sineglazov, K, Lesohorskyi

“…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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Algorithm Selection for Classification Problems via Cluster-based Meta-features by Ler, Daren, Teng, Hongyu, He, Yu, Gidijala, Rahul

“…Meta-features describe the characteristics of the datasets to facilitate algorithm selection…”
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Simulator for Swarm Feature Selection Algorithms for Classification Problem by Kulkarni, Mayuri Diwakar, Shahade, Makarand, Deore, Shailesh, Khandekar, Nilesh, Bhavsar, Ishwari, Garud, Jayesh, Ahirrao, Kunal

“… This proposed simulator introduces a novel approach to automating the process of selection for Swarm Intelligence (SI…”
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Chaotic genetic algorithm for gene selection and classification problems by Chuang, Li-Yeh, Yang, Cheng-San, Li, Jung-Chike, Yang, Cheng-Hong

“…Pattern recognition techniques suffer from a well-known curse, the dimensionality problem…”
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Risk analysis for astronaut selection during space flight cardio vascular problems - Classification using random forest algorithm by Deepthi, S., Nair, R. Vikraman

“…, 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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Empowering Simultaneous Feature and Instance Selection in Classification Problems through the Adaptation of Two Selection Algorithms by Ferreira do Carmo, Rafael Augusto, Gomes de Freitas, Fabricio, Teixeira de Souza, Jerffeson

“…This paper proposes a new approach to data selection, a key issue in classification problems…”
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Opposition based Gray Wolf Algorithm for Feature Selection in Classification Problems by Karakas, Melis, Yuzgec, Ugur

“… Heuristic algorithms have become very popular in optimization problems in recent years. Gray Wolf Optimization (GWO…”
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Advanced strategies on update mechanism of Sine Cosine Optimization Algorithm for feature selection in classification problems by Kale, Gizem Ataç, Yüzgeç, Uğur

“…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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A Hybrid Swarm and Gravitation-based feature selection algorithm for handwritten Indic script classification problem by Guha, Ritam, Ghosh, Manosij, Singh, Pawan Kumar, Sarkar, Ram, Nasipuri, Mita

“… 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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Feature Subset Selection Using Genetic Algorithm with Aggressive Mutation for Classification Problem by Pontiveros, Marc Jermaine, Solano, Geoffrey A., S. Diaz, Joey Mark, Caro, Jaime D.L.

“…In this work, the algorithmic approaches to Feature Subset Selection (FSS) are reviewed. FSS is the technique of selecting a subset of relevant features for building parsimonious models…”
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The successive projections algorithm for spectral variable selection in classification problems by Pontes, Márcio José Coelho, Galvão, Roberto Kawakami Harrop, Araújo, Mário César Ugulino, Moreira, Pablo Nogueira Teles, Neto, Osmundo Dantas Pessoa, José, Gledson Emídio, Saldanha, Teresa Cristina Bezerra

“…) is used to guide SPA selection. The proposed approach is illustrated in two classification problems…”
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A Hybrid Swarm and Gravitation based feature selection algorithm for Handwritten Indic Script Classification problem by Guha, Ritam, Ghosh, Manosij, Singh, Pawan Kumar, Sarkar, Ram, Nasipuri, Mita

“… 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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Classification model-based and assisted environment selection for evolutionary algorithms to solve high-dimensional expensive problems by Lin, Libin, Liu, Ting, Zhang, Hao, Xiong, Neal, Leng, Jiewu, Wei, Lijun, Liu, Qiang

“…Surrogate-assisted evolutionary algorithms (SAEAs) have been proven to be very effective in tackling low-dimensional expensive problems…”
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Comparison of Naive Bayes and Decision Tree on Feature Selection Using Genetic Algorithm for Classification Problem by Rahmadani, S, Dongoran, A, Zarlis, M, Zakarias

“…This paper discusses the problem of feature selection using genetic algorithms on a dataset for classification problems…”
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Learning the transfer function in binary metaheuristic algorithm for feature selection in classification problems by Nassiri, Zahra, Omranpour, Hesam

“… 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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