International Journal of Data Analysis Techniques and Strategies最新文献_第4页

Stock prediction using non-negative discriminative feature selection 基于非负判别特征选择的股票预测

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10053286

Lawrence Oseremen Agbator, B. Srisura

引用次数: 0

Combined Shannon's entropy and DEA: case of Indian hotel and restaurant sector 香农熵与DEA的结合:以印度酒店餐饮业为例

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.128281

R. Pannala, Sandeep Kumar Mogha, Neha Sharma, Vikas Garg

引用次数: 1

Webber t-norm and its influence on QuickRules and VQRules fuzzy-rough rule induction algorithms Webber t范数及其对QuickRules和VQRules模糊粗糙规则归纳算法的影响

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10054342

K. Mitreski, G. Mirceva, A. Naumoski

引用次数: 0

Location and time factors' effect on types of traffic accident in Kuwait 地点和时间因素对科威特交通事故类型的影响

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10045668

Fahad AlRukaibi, Ahmad Aiash, S. AlKheder

引用次数: 0

Plant leaf disease detection using CNN with transfer learning and XGBoost 基于迁移学习和XGBoost的CNN植物叶片病害检测

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10053271

Divakar Yadav, Aarushi Gupta, Arti Jain, A. Yadav

引用次数: 2

An ECOSVS-based support vector machine for network anomaly detection 基于ecosvs的网络异常检测支持向量机

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10045666

Meenal Jain, V. Saxena

{"title":"An ECOSVS-based support vector machine for network anomaly detection","authors":"Meenal Jain, V. Saxena","doi":"10.1504/ijdats.2022.10045666","DOIUrl":"https://doi.org/10.1504/ijdats.2022.10045666","url":null,"abstract":": In this paper, the support vector machine (SVM) classification technique to classify normal and attack traffic in the Spark distributed environment has been introduced and evaluated. In terms of classification speed, SVM suffers from the important shortcomings of high time and memory training complexities, which depend on the training set size. The authors have proposed an effective correlation-based support vector selection (ECOSVS) algorithm for SVM speed optimisation. ECOSVS-based SVM performed better when compared with the other three supervised classifiers, namely, logistic regression (LR), decision tree (DT), and random forest (RF) in terms of accuracy and training time. Apache Spark’s RDD structure has been used for the detection of network-based anomalies. The analysis of the said algorithm was performed on two publicly available network datasets, namely, Network Security Laboratory-Knowledge Discovery in Databases (NSL-KDD) dataset and Coburg Intrusion Detection Datasets (CIDDS-2017). The results showed that our proposed algorithm reduced the training set size of NSL-KDD and CIDDS-2017 datasets to 99.3% and 85%, respectively. Accuracies of 80% and 87% for the ECOSVS-based SVM classifier were achieved.","PeriodicalId":38582,"journal":{"name":"International Journal of Data Analysis Techniques and Strategies","volume":"14 1","pages":"32-54"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81736021","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

Recognition of online handwritten Telugu stroke by detected dominant points using curvature estimation 利用曲率估计检测优势点识别在线手写泰卢固语笔画

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10049550

Srilakshmi Inuganti, R. Rao

引用次数: 0

Combined Shannon's entropy and DEA: case of Indian hotel and restaurant sector 香农熵与DEA的结合:以印度酒店餐饮业为例

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10053273

Vikas Garg, Sandeep Kumar Mogha, Neha Sharma, R. Pannala

引用次数: 0

Opinion mining of online product reviews using a lexicon-based algorithm 基于词典算法的在线产品评论意见挖掘

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10054338

Marina Bagić Babac, Ignacio Martín-Borregón Musso

引用次数: 2

The Impact of Online Trading from a Personal and Technical Perspective on Trade Stocks in Emerging Markets 从个人和技术角度看网上交易对新兴市场股票交易的影响

International Journal of Data Analysis Techniques and Strategies Pub Date : 2022-01-01 DOI: 10.1504/ijdats.2022.10051414

Mohammed Khojah, Abdulrhman M Alshareef

引用次数: 0