Search Results - taxonomy of clustering algorithm

Space–time series clustering: Algorithms, taxonomy, and case study on urban smart cities by Belhadi, Asma, Djenouri, Youcef, Nørvåg, Kjetil, Ramampiaro, Heri, Masseglia, Florent, Lin, Jerry Chun-Wei

“…This paper provides a short overview of space–time series clustering, which can be generally grouped into three main categories…”
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Survey and taxonomy of clustering algorithms in 5G by Khan, Muhammad Fahad, Yau, Kok-Lim Alvin, Noor, Rafidah MD, Imran, Muhammad Ali

“…). Clustering organizes network topology by segregating nodes with similar interests or behaviors in a network into logical groups in order to achieve network-level and cluster-level enhancements…”
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Categorical Data Clustering: A Bibliometric Analysis and Taxonomy by Cendana, Maya, Kuo, Ren-Jieh

“…) Core Collection published between 2014 and 2023. This study presents a deep analysis of 64 articles to develop a new taxonomy of categorical data clustering algorithms. This study also discusses the potential challenges and opportunities in possible alternative solutions to categorical data clustering…”
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A Taxonomy of Machine Learning Clustering Algorithms, Challenges, and Future Realms by Pitafi, Shahneela, Anwar, Toni, Sharif, Zubair

“… The taxonomy of clustering is presented in this review from an applied angle and the compression of some hierarchical and partitional clustering algorithms with various parameters…”
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Survey on vehicular ad hoc networks clustering algorithms: Overview, taxonomy, challenges, and open research issues by Senouci, Oussama, Harous, Saad, Aliouat, Zibouda

“… Accordingly, several clustering algorithms have been proposed for these networks, and different protocols typically focus on various performance metrics…”
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A survey of genetic algorithms for clustering: Taxonomy and empirical analysis by Robles-Berumen, Hermes, Zafra, Amelia, Ventura, Sebastián

“…Clustering, an unsupervised learning technique, aims to group patterns into clusters where similar patterns are grouped together, while dissimilar ones are placed in different clusters…”
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Clustering Algorithms: Taxonomy, Comparison, and Empirical Analysis in 2D Datasets by Mostafa, Samih M

“… Especially, the availability of huge experimental datasets and transactional and the emerging requirements for data mining and the like needs badly for clustering algorithms that can be applied in various domains…”
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A Survey of Clustering Algorithms for Big Data: Taxonomy and Empirical Analysis by Fahad, Adil, Alshatri, Najlaa, Tari, Zahir, Alamri, Abdullah, Khalil, Ibrahim, Zomaya, Albert Y., Foufou, Sebti, Bouras, Abdelaziz

“…Clustering algorithms have emerged as an alternative powerful meta-learning tool to accurately analyze the massive volume of data generated by modern applications…”
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A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects by Ezugwu, Absalom E., Ikotun, Abiodun M., Oyelade, Olaide O., Abualigah, Laith, Agushaka, Jeffery O., Eke, Christopher I., Akinyelu, Andronicus A.

“… However, there has been a gradual shift in the choice of clustering methods among domain experts and practitioners alike, which is precipitated by the fact that most traditional clustering algorithms…”
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Taxonomy grooming algorithm ‐ An autodidactic domain specific dimensionality reduction approach for fast clustering of social media text data by Renjith, Shini, Sreekumar, A., Jathavedan, M.

“… The latter can be achieved using smarter processing techniques and/or better algorithms. Reducing the data volume that needs to be processed is a good strategy and it can…”
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TBC: A Clustering Algorithm Based on Prokaryotic Taxonomy by Lee, J.H., Seoul National University, Seoul, Republic of Korea, Yi, H.N., Seoul National University, Seoul, Republic of Korea, Jeon, Y.S., Seoul National University, Seoul, Republic of Korea, Won, S.H., Chung-Ang University, Seoul, Republic of Korea, Chun, J.S., Seoul National University, Seoul, Republic of Korea

“… Herein, we propose a novel sequence clustering algorithm, namely Taxonomy-Based Clustering (TBC…”
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TIE algorithm: a layer over clustering-based taxonomy generation for handling evolving data by Irfan, Rabia, Khan, Sharifullah, Rajpoot, Kashif, Qamar, Ali Mustafa

“…Taxonomy is generated to effectively organize and access large volume of data. A taxonomy is a way of representing concepts that exist in data…”
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Investigating the capabilities of two-stage clustering algorithms in automatically discovering categories of questions using Bloom’s taxonomy by Bhattacharyya, Rupam

“… This dependency hinders the universal application of Bloom’s taxonomy. In this work, we address this limitation by employing state-of-the-art two-stage clustering techniques…”
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Machine learning clustering and classification of human microbiome source body sites by Tan-Torres, Antonio L., Brooks, J. Paul, Singh, Baneshwar, Seashols-Williams, Sarah

“…•Machine learning (ML) clustering identifies source body sites microbiomic profiles…”
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Domain taxonomy learning from text: The subsumption method versus hierarchical clustering by de Knijff, Jeroen, Frasincar, Flavius, Hogenboom, Frederik

“… ancestors in determining the parent of a concept or a hierarchical clustering algorithm that uses various text-based window and document scopes for concept co-occurrences…”
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Machine learning‐based clustering protocols for Internet of Things networks: An overview by Merah, Malha, Aliouat, Zibouda, Harbi, Yasmine, Batta, Mohamed Sofiane

“… Over the past years, various ML techniques have been used to efficiently manage IoT networks. Clustering is a technique that has proven its performance in the networking domain…”
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Molecular Taxonomy of Phytopathogenic Fungi: A Case Study in Peronospora by Göker, Markus, García-Blázquez, Gema, Voglmayr, Hermann, Tellería, M. Teresa, Martín, María P

“… Even in the case of organisms with well-established morphological characteristics, molecular taxonomy is often necessary to emend current taxonomic concepts and to analyze DNA sequences directly…”
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A Comparative Survey of VANET Clustering Techniques by Cooper, Craig, Franklin, Daniel, Ros, Montserrat, Safaei, Farzad, Abolhasan, Mehran

“… Clustering can be used to improve routing scalability and reliability in VANETs, as it results in the distributed formation of hierarchical network structures by grouping vehicles together based…”
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Enhancing Recommendation with Automated Tag Taxonomy Construction in Hyperbolic Space by Tan, Yanchao, Yang, Carl, Wei, Xiangyu, Chen, Chaochao, Li, Longfei, Zheng, Xiaolin

“… Specifically, we first leverage hyperbolic space and enable the optimization of a discrete taxonomy structure via a representation-aware scoring function and an adaptive clustering…”
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An Automated Taxonomy for Human-Made Objects in Geosynchronous Orbits by Mellish, Rochelle, Frueh, Carolin

“… Groups of objects are found using clustering methods, and two clustering methods are compared for constructing the taxonomy…”
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