Utilising K-Means Clustering and Naive Bayes for IoT Anomaly Detection: A Hybrid Approach

被引：0

作者：

Best, Lincoln ^{[1
]}

Foo, Ernest ^{[1
]}

Tian, Hui ^{[1
]}

机构：

[1] School of Information and Communication Technology, Griffith University, Brisbane,QLD,4111, Australia

来源：

Smart Sensors, Measurement and Instrumentation | 2022年 / 43卷

关键词：

D O I：

暂无

中图分类号：

学科分类号：

摘要：

Anomaly detection - Anomaly-detection algorithms - Hybrid approach - K-means - K-means++ clustering - Machine-learning - Multiple devices - Naive bayes - Real-world - Supervised areas

引用

页码：177 / 214

共 11 条

[1] Research on distributed genetic k-means for anomaly detection in MANET
Department of Information Security, Naval University of Engineering, Wuhan
430033, China
Tongxin Xuebao, 11
[2] A Hybrid Framework for Implementing Modified K-Means Clustering Algorithm for Hindi Word Sense Disambiguation
Jha, Prajna
Agarwal, Shreya
Abbas, Ali
Siddiqui, Tanveer J.
Communications in Computer and Information Science, 2024, 1953 CCIS : 1 - 10
[3] Hybrid Clustering Framework for Scalable and Robust Query Analysis: Integrating Mini-Batch K-Means with DBSCAN Hybrid Model for Complex Data Clustering
Sridevi, K.N., 2025, Science and Information Organization (16):
[4] A K-means Optimized Clustering Algorithm Based on Improved Genetic Algorithm
Pu, Qiu-Mei
Wu, Qiong
Li, Qian
Lecture Notes in Electrical Engineering, 2022, 801 LNEE : 133 - 140
[5] Computer Image Content Retrieval considering K-Means Clustering Algorithm
Yu, Miao
Liu, Xiaojie
MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
[6] Classification of Breast Cancer: A Comparative Study using K-Means Clustering-Based Feature Extraction and Hybrid Classifier
Karthikamani, R.
Rajaguru, Harikumar
Proceedings - 3rd International Conference on Smart Technologies, Communication and Robotics 2023, STCR 2023, 2023,
[7] Hidden Markov model with parameter optimized k-means clustering for handwriting recognition
School of Computer and Information, Anqing Teachers College Anqing, China
不详
J. Theor. Appl. Inf. Technol., 2 (198-202):
[8] A Review of Cluster Analysis Techniques and Their Uses in Library and Information Science Research: K-Means and K-Medoids Clustering
Lund, Brady D.
Ma, Jinxuan
SSRN, 2023,
[9] A Novel Energy Efficient Routing Protocol Using K-Means Clustering for Mobile Ad-Hoc Networks
Biradar, Ashwini V.
Vikhar, Pradnya A.
Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2023, 44 (10): : 1 - 8
[10] Abnormal behavior detection of jamming signal in the spectrum using a combination of compressive sampling and intelligent bivariate k-means clustering technique in wideband cognitive radio systems
Int. Conf. Electr. Eng., ICEE,

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