2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS)最新文献_第4页

SMD Defect Classification by Convolution Neural Network and PCB Image Transform 基于卷积神经网络和PCB图像变换的SMD缺陷分类

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586818

Young-Gyu Kim, Dae-ui Lim, Jong-Hyun Ryu, T. Park

引用次数: 13

Benchmarking datasets for Anomaly-based Network Intrusion Detection: KDD CUP 99 alternatives 基于异常的网络入侵检测的基准测试数据集:KDD CUP 99替代方案

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586840

Abhishek Divekar, Meet Parekh, Vaibhav Savla, Rudra Mishra, M. Shirole

{"title":"Benchmarking datasets for Anomaly-based Network Intrusion Detection: KDD CUP 99 alternatives","authors":"Abhishek Divekar, Meet Parekh, Vaibhav Savla, Rudra Mishra, M. Shirole","doi":"10.1109/CCCS.2018.8586840","DOIUrl":"https://doi.org/10.1109/CCCS.2018.8586840","url":null,"abstract":"Machine Learning has been steadily gaining traction for its use in Anomaly-based Network Intrusion Detection Systems (A-NIDS). Research into this domain is frequently performed using the KDD CUP 99 dataset as a benchmark. Several studies question its usability while constructing a contemporary NIDS, due to the skewed response distribution, non-stationarity, and failure to incorporate modern attacks. In this paper, we compare the performance for KDD-99 alternatives when trained using classification models commonly found in literature: Neural Network, Support Vector Machine, Decision Tree, Random Forest, Naive Bayes and K-Means. Applying the SMOTE oversampling technique and random undersampling, we create a balanced version of NSL-KDD and prove that skewed target classes in KDD-99 and NSL-KDD hamper the efficacy of classifiers on minority classes (U2R and R2L), leading to possible security risks. We explore UNSW-NB15, a modern substitute to KDD-99 with greater uniformity of pattern distribution. We benchmark this dataset before and after SMOTE oversampling to observe the effect on minority performance. Our results indicate that classifiers trained on UNSW-NB15 match or better the Weighted F1-Score of those trained on NSL-KDD and KDD-99 in the binary case, thus advocating UNSW-NB15 as a modern substitute to these datasets.","PeriodicalId":6570,"journal":{"name":"2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS)","volume":"20 1","pages":"1-8"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81890080","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: 100

Industrial Control Systems - Legacy System Documentation and Augmentation 工业控制系统。遗留系统文件和扩充

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586843

S. Sudarsan, Devina Mohan, S. Rohit

引用次数: 2

Prediction of Churning Behavior of Customers in Telecom Sector Using Supervised Learning Techniques 基于监督学习技术的电信行业客户流失行为预测

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/cccs.2018.8586836

Muhammad Ishtiaq Ali, A. Rehman, Shamaz Hafeez

{"title":"Prediction of Churning Behavior of Customers in Telecom Sector Using Supervised Learning Techniques","authors":"Muhammad Ishtiaq Ali, A. Rehman, Shamaz Hafeez","doi":"10.1109/cccs.2018.8586836","DOIUrl":"https://doi.org/10.1109/cccs.2018.8586836","url":null,"abstract":"Data mining is vast area that co-relates diverse branches i.e Statistics, Data Base, Machine learning and Artificial intelligence. Various applications are accessible in various areas. Churning of the Customer is the behavior when client never again needs to stay with his association with the company. Customer Churn Management is assuming essential job in client management. Nowadays different telecommunication companies are concentrating on distinguishing high esteemed and potential churning clients to expand benefit and share market. It is comprehended that making new clients are costlier than to holding existing client. There is a current issue that customer leave the organization because of obscure reasons. In our investigation, we predict churn behavior of the client by utilizing diverse data mining methods. It will in the long run help in breaking down client's behavior and characterize whether it is a churning client or not. We utilize online accessible data set available at Kaggle repository and for forecasting of Customer behavior we utilized different algorithms while we achieved 99.8% accuracy level using Bagging Algorithms.","PeriodicalId":6570,"journal":{"name":"2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS)","volume":"7 1","pages":"143-147"},"PeriodicalIF":0.0,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74399714","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: 1

EEG based Directional Signal Classification using RNN Variants 基于脑电的RNN变量定向信号分类

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586823

Bikram Adhikari, Ankit Shrestha, Shailesh Mishra, Suyog Singh, Arun K. Timalsina

引用次数: 5

[Title page] (标题页)

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/cccs.2018.8586806

引用次数: 0

Memcached DDoS Exploits: Operations, Vulnerabilities, Preventions and Mitigations Memcached DDoS攻击:操作，漏洞，预防和缓解

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586810

Kulvinder Singh, Ajit Singh

引用次数: 11

Multipurpose Unmanned Rover in WiFi Wireless Sensor Network WiFi无线传感器网络中的多用途无人探测车

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586820

Lyla B. Das, J. G., J. E.P., V. K, K. Chandra, M. N. Reddy, B. Yaswant, A. Vivek

引用次数: 1

Adaptive Traffic Light Control with Statistical Multiplexing Technique and Particle Swarm Optimization in Smart Cities 基于统计复用技术和粒子群优化的智慧城市自适应红绿灯控制

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586845

B. Manandhar, B. Joshi

引用次数: 4

Sparse Regularization based Fusion Technique for Hyperspectral and Multispectral Images using Non-linear Mixing Model 基于稀疏正则化的非线性混合模型高光谱与多光谱图像融合技术

2018 IEEE 3rd International Conference on Computing, Communication and Security (ICCCS) Pub Date : 2018-10-01 DOI: 10.1109/CCCS.2018.8586817

Nishanth Augustine, S. N. George

引用次数: 0