International Journal of Intelligent Engineering Informatics最新文献

Text Embedding in Image using an Optimization Based Key Generation Method 基于优化密钥生成方法的图像文本嵌入

IF 6.3

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.10057046

M. Kherallah, Najiba Tagougui, Shihab A. Shawkat

引用次数: 0

Anomaly detection and oversampling approach for classifying imbalanced data using CLUBS technique in IoT healthcare data 在物联网医疗数据中使用CLUBS技术分类不平衡数据的异常检测和过采样方法

IF 6.3

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.10057806

Subha Sundaram, J. Sathiaseelan

引用次数: 0

IF 6.3

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.10055562

N. Singh, Ashwin Kumar, Mohammad Mustafa Malik, Balika. J. Chelliah, R. Regin

引用次数: 0

Anomaly detection and oversampling approach for classifying imbalanced data using CLUBS technique in IoT healthcare data 在物联网医疗数据中使用CLUBS技术分类不平衡数据的异常检测和过采样方法

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.133074

S. Subha, J.G.R. Sathiaseelan

{"title":"Anomaly detection and oversampling approach for classifying imbalanced data using CLUBS technique in IoT healthcare data","authors":"S. Subha, J.G.R. Sathiaseelan","doi":"10.1504/ijiei.2023.133074","DOIUrl":"https://doi.org/10.1504/ijiei.2023.133074","url":null,"abstract":"Multiple data streams from sensing devices in intelligent settings have improved life quality thanks to the internet of things (IoT). Anomalies and imbalanced data sources are unavoidable due to system complexity and IoT device rollout issues. An imbalanced dataset has more data for one group than another, which may influence the results. IoT data streams are unbalanced, making anomaly detection harder. Data mining and machine learning classification approaches perform poorly on imbalanced datasets in the current setup. To address this, the proposed system suggests an effective anomaly detection method and oversampling approach (ADO) to improve IoT's ability to identify abnormal behaviours in imbalanced data. After clustering of lower and upper boundary standardisation (CLUBS) detects anomaly samples, the ADO technique provides synthetic samples for minority classes. ADO lowers class region overlaps and enhances classification methods. The experimental results using an imbalanced dataset and three classification algorithms, namely K-nearest neighbour (KNN), random forest (RF), support vector machine (SVM) and multilayer perceptron (MLP), show that the ADO approach increases classification accuracy (0.64% for KNN, 4.27% for RF and 6.33% for SVM) by removing anomalies and oversampling data.","PeriodicalId":44231,"journal":{"name":"International Journal of Intelligent Engineering Informatics","volume":"75 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135058184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Methods of Anomaly Detection for the Prevention and Detection of Cyber Attacks 网络攻击预防与检测中的异常检测方法

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.10059169

Ravi T.N, Girubagari N

引用次数: 0

Dual Strategy Based Missing Completely at Random (MCAR) Type Missing Data Imputation on The Internet of Medical Things (IOMT) 医疗物联网(IOMT)上基于完全随机缺失(MCAR)型缺失数据的双重策略

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.10059493

Iris Punitha P, J.G.R. Sathiaseelan

引用次数: 0

Text embedding in image using an optimisation-based key generation method 使用基于优化的密钥生成方法在图像中嵌入文本

IF 6.3

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.133072

Shihab A. Shawkat, Najiba Tagougui, M. Kherallah

引用次数: 1

Secure task scheduling in cloud computing with enhanced ordinal optimisation and integrated DNA, Morse code techniques 云计算中的安全任务调度与增强的顺序优化和集成DNA，莫尔斯电码技术

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.132700

Monika Yadav, Atul Mishra

引用次数: 0

Utilizing Recurrent Neural Network Technique for Predicting Strand Settlement on Brittle Sand and Geocell 利用递归神经网络技术预测脆性砂和土工格室上的钢索沉降

IF 6.3

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.10056043

R. Venkatakrishnaiah, Jeyanthi S. B. Saravanan, K.Venkatapathi Raju

引用次数: 0

Real-time indoor positioning and route guidance system by using beacons 基于信标的实时室内定位和路线引导系统

International Journal of Intelligent Engineering Informatics Pub Date : 2023-01-01 DOI: 10.1504/ijiei.2023.132698

Sajjad Memon, Muhammad Ali Memon, Faheem Abassi, Fayaz Ahmed Memon, Majid Hussain Memon, Muhammad Ali Nizamani

{"title":"Real-time indoor positioning and route guidance system by using beacons","authors":"Sajjad Memon, Muhammad Ali Memon, Faheem Abassi, Fayaz Ahmed Memon, Majid Hussain Memon, Muhammad Ali Nizamani","doi":"10.1504/ijiei.2023.132698","DOIUrl":"https://doi.org/10.1504/ijiei.2023.132698","url":null,"abstract":"Real-time tracking of objects an indoor environment has become important in numerous industries, including shopping, logistics, advertising, and healthcare. This paper represents a smartphone-based real time indoor positioning and route guidance system that employs BLE beacons. The system's main goal is to track a target's real-time location, such as a smartphone user, and guide them in a specific direction. The system combines location data and some contextual of pedestrians' movement directions to assist pedestrians in navigating to their destinations, such as the building's exit. The system is consists of three components: beacon devices, a user's smartphone app that communicates with beacons and gives navigation guidance to users, and the building's floor plan database. Localisation approach based on the received signal strength indicator (RSSI) is used. In addition, a new building's floor plan based on database approach is proposed. The experimental results have shown that even with only two placed beacons, the proposed system could achieve satisfactory accuracy.","PeriodicalId":44231,"journal":{"name":"International Journal of Intelligent Engineering Informatics","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136028016","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0