K-means clustering algorithms: A comprehensive review, variants analysis, and advances in the era of big data

AM Ikotun, AE Ezugwu, L Abualigah, B Abuhaija… - Information …, 2023 - Elsevier
Advances in recent techniques for scientific data collection in the era of big data allow for the
systematic accumulation of large quantities of data at various data-capturing sites. Similarly …

The K-means algorithm evolution

J Pérez-Ortega, NN Almanza-Ortega… - Introduction to data …, 2019 - books.google.com
Clustering is one of the main methods for getting insight on the underlying nature and
structure of data. The purpose of clustering is organizing a set of data into clusters, such that …

基于信息熵改进的K-means 动态聚类算法.

杨玉梅 - Journal of Chongqing University of Posts & …, 2016 - search.ebscohost.com
初始聚类中心及聚类过程产生的冗余信息是影响K means 算法聚类性能的主要因素,
也是阻碍该算法性能提升的主要问题. 因此, 提出一个改进的K means 算法 …

[PDF][PDF] A-means: Improving the cluster assignment phase of k-means for big data

JP Ortega, NNA Ortega, JA Ruiz-Vanoye… - International Journal of …, 2018 - academia.edu
This paper proposes a new criterion for reducing the processing time of the assignment of
data points to clusters for algorithms of the k-means family, when they are applied to …

基于指标体系的扇区复杂性评估方法

丛玮, 胡明华, 谢华, 张晨 - 交通运输系统工程与信息, 2015 - tseit.org.cn
为了全面分析扇区复杂性, 将其分解为结构复杂性和运行复杂性. 借鉴已有的研究成果,
围绕结构特征和运行特征, 分别建立了多维指标体系. 利用主成分分析方法提炼指标信息 …

Strategic enhancement of the collaborative framework for novelty in retrieval from digital textual data corpus by deploying DPSC and RBWM algorithms for forensic …

G Shanmugam, AMG Sankar - Journal of Engineering Research, 2015 - Springer
This paper proposes two advanced algorithms embedded into an integrated system; one is
a Dynamic Path Selection Clustering (DPSC) algorithm for the document clustering and the …

Analysis and research of the campus network user's behavior based on k-means clustering algorithm

Q Shi, L Xu, Z Shi, Y Chen… - 2013 Fourth International …, 2013 - ieeexplore.ieee.org
This thesis introduces the status and methods of data mining, aiming at the Nantong
University campus network users access data preprocessing analysis, using the K-means …

A Descriptive Framework for Information Retrieval Using Crawler Based Clustering and Effective Search Algorithm

S Gowri, R Subhashini, G Mathivanan… - … Journal of Information …, 2024 - World Scientific
Information Retrieval is the most predominant topic in the field of Information Systems as the
generation of data over various systems and channels is growing every day. The proposed …

[引用][C] 基于航迹点法向距离的航迹聚类研究

徐涛, 李永祥, 吕宗平 - 系统工程与电子技术, 2015

[引用][C] 一种改进的K-means 动态聚类算法

张阳, 何丽, 朱颢东 - 重庆师范大学学报: 自然科学版, 2016