Search Results - computational intelligence, evolution computing and evolution clustering algorithms

Ant Colony Stream Clustering: A Fast Density Clustering Algorithm for Dynamic Data Streams by Fahy, Conor, Shengxiang Yang, Gongora, Mario

“…) algorithm is a density-based clustering algorithm, whereby clusters are identified as high-density areas of the feature space separated by low-density areas…”
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Differential evolution algorithms with novel mutations, adaptive parameters, and Weibull flight operator by Layeb, Abdesslem

“…Differential evolution (DE) is among the best evolutionary algorithms for global optimization…”
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Dynamic evolutionary data and text document clustering approach using improved Aquila optimizer based arithmetic optimization algorithm and differential evolution by Abualigah, Laith, Almotairi, Khaled H

“…Data and text clustering are popular and frequently used in the data mining domain, mainly to deal with big data analytics…”
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Genetic CFL: Hyperparameter Optimization in Clustered Federated Learning by Agrawal, Shaashwat, Sarkar, Sagnik, Alazab, Mamoun, Maddikunta, Praveen Kumar Reddy, Gadekallu, Thippa Reddy, Pham, Quoc-Viet

“…Federated learning (FL) is a distributed model for deep learning that integrates client-server architecture, edge computing, and real-time intelligence…”
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Multi-objective memetic differential evolution optimization algorithm for text clustering problems by Mustafa, Hossam M. J., Ayob, Masri, Shehadeh, Hisham A., Abu-Taleb, Sawsan

“…) for text clustering. The MOMDE text clustering algorithm combines memetic and differential evolution algorithms to improve the search for optimal clustering by improving the balance between exploitation and exploration…”
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A hybrid approach using genetic algorithm and the differential evolution heuristic for enhanced initialization of the k-means algorithm with applications in text clustering by Mustafi, D., Sahoo, G.

“…In this paper, we propose a heuristic-based algorithm to improve the initial seeding of the k -means clustering algorithm…”
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Multi-elitist immune clonal quantum clustering algorithm by Gou, Shuiping, Zhuang, Xiong, Li, Yangyang, Xu, Cong, Jiao, Licheng C.

“…The quantum clustering (QC) algorithm suffers from the issues of getting stuck in local extremes and computational bottleneck when handling large-size image segmentation…”
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Differential evolution for feature selection: a fuzzy wrapper–filter approach by Hancer, Emrah

“…, the computational complexity reduction required for data processing (e.g., clustering, classification and regression…”
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A novel differential evolution based clustering algorithm for wireless sensor networks by Kuila, Pratyay, Jana, Prasanta K.

“…•The proposed work is a novel DE based clustering scheme for WSNs.•The algorithm incorporates an additional step to enhance the performance…”
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Tunneling parameters optimization based on multi-objective differential evolution algorithm by Wang, Hongyuan, Wang, Jingcheng, Zhao, Yaqi, Xu, Haotian

“… differential evolution algorithm. Based on the practical…”
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An improved differential evolution with cluster decomposition algorithm for automatic clustering by Kuo, R. J., Zulvia, Ferani E.

“…This study proposes an improved differential evolution (DE) algorithm to solve an automatic clustering problem…”
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Retraction Note: Hybrid firefly with differential evolution algorithm for multi agent system using clustering based personalization by Anuradha, M., Ganesan, Vithya, Oliver, Sheryl, Jayasankar, T., Gopi, R.

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An efficient hybrid swarm intelligence optimization algorithm for solving nonlinear systems and clustering problems by Tawhid, Mohamed A., Ibrahim, Abdelmonem M.

“…This article proposes a new hybrid swarm intelligence optimization algorithm called monarch butterfly optimization (MBO…”
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A Point Symmetry-Based Clustering Technique for Automatic Evolution of Clusters by Bandyopadhyay, S., Saha, S.

“…In this paper, a new symmetry-based genetic clustering algorithm is proposed which automatically evolves the number of clusters as well as the proper partitioning from a data set…”
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Load balanced clustering scheme using hybrid metaheuristic technique for mobile sink based wireless sensor networks by Gupta, Govind P., Saha, Binit

“… Recent studies have confirmed that node clustering mechanism efficiently utilizes energy resource of the network by organizing nodes into a set of clusters and helps in extending the network lifetime…”
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Evolution of SOMs’ Structure and Learning Algorithm: From Visualization of High-Dimensional Data to Clustering of Complex Data by Gorzałczany, Marian B., Rudziński, Filip

“…—usually referred to as self-organizing maps (SOMs)—to illustrate their advantages in applications that range from high-dimensional data visualization to complex data clustering…”
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An improved Android malware detection scheme based on an evolving hybrid neuro-fuzzy classifier (EHNFC) and permission-based features by Altaher, Altyeb

“…The increasing number of Android devices and users has been attracting the attention of different types of attackers. Malware authors create new versions of…”
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Surrogate Sample-Assisted Particle Swarm Optimization for Feature Selection on High-Dimensional Data by Song, Xianfang, Zhang, Yong, Gong, Dunwei, Liu, Hui, Zhang, Wanqiu

“… In view of this, dividing or clustering the sample and feature spaces at the same time, this article proposes a hybrid FS algorithm using surrogate sample-assisted particle swarm optimization (SS-PSO…”
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RETRACTED ARTICLE: Hybrid firefly with differential evolution algorithm for multi agent system using clustering based personalization by Anuradha, M., Ganesan, Vithya, Oliver, Sheryl, Jayasankar, T., Gopi, R.

“… Here, a decentralized technique based on a multi agent optimized clustering process has been found to work well for large data sets…”
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Co-evolution-based immune clonal algorithm for clustering by Shang, Ronghua, Li, Yang, Jiao, Licheng

“… However, evolutionary algorithm emphasizes the competition in the population. But in the real world, the evolution of biological population is not only…”
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