发布求助
文献互助 智能选刊 最新文献

2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)最新文献

筛选
英文 中文
Malware Detection by Eating a Whole APK 通过吃掉整个APK来检测恶意软件
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351333
Mohammad Al-Fawa'reh, Amal Saif, Mousa Tayseer Jafar, Ammar Elhassan
{"title":"Malware Detection by Eating a Whole APK","authors":"Mohammad Al-Fawa'reh, Amal Saif, Mousa Tayseer Jafar, Ammar Elhassan","doi":"10.23919/ICITST51030.2020.9351333","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351333","url":null,"abstract":"As Android is one of the most popular and widely used open-source mobile platforms, the security and privacy of Android apps are very critical, especially that over 6000 apps are added to the Google Play Store every day. This makes Android a prime target for malware. This paper proposes a modeling technique with experiments conducted using a dataset with about 10,000 benign and 10,000 malicious Android Application Packages (APK), in addition to other experiments that were conducted on the same dataset with a reduction in the number of benign files to be equal to 578 files. These files are analyzed using image classification techniques, where the whole APK file is converted into a grayscale image, and Convolutional Neural Networks (CNNs) with transfer-learning models are applied; to efficiently construct classification models for malware detection. Experiments have shown that the proposed technique has achieved favorable accuracy in the CNN model.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122922774","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: 12
A Multi-layer Stack Ensemble Approach to Improve Intrusion Detection System's Prediction Accuracy 一种提高入侵检测系统预测精度的多层堆栈集成方法
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351316
F. L. Aryeh, B. Alese
{"title":"A Multi-layer Stack Ensemble Approach to Improve Intrusion Detection System's Prediction Accuracy","authors":"F. L. Aryeh, B. Alese","doi":"10.23919/ICITST51030.2020.9351316","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351316","url":null,"abstract":"Intrusion is a series of activities that violate an organisation's existing security goals and procedures. Hence, an Intrusion Detection System (IDS) should be capable of analysing incoming network traffic (packet) and determining if it is an attack or otherwise. Lack of recent and up to date data sets for the training of IDS is a critical issue in the development of effective IDS. This paper focuses on creating a more realistic data set in our case UMaT-OD-20 using ONDaSCA and also the building a Multi-layer Stack Ensemble (MLS) IDS Model for Intrusion Detection Systems. Multi-layer Stacked Ensemble exploits the strengths of various base-level model predictions to build a more robust meta-classifier that meliorate classification accuracy and reduces False Alarm Rate (FAR). Five (5) Supervised Machine Learning (ML) based algorithms videlicet K Nearest Neighbor (KNN), Decision Tree (DT), Logistic Regression (LR), Random Forest (RF) and Naive Bayes' (NB) were employed to generate predictive models for all features. The Python programming language was used for the entire research and all programming and evaluation of data was done with an Inter Core i7, 16GB RAM and 1TB HDD Windows 10 Pro Laptop computer. The predictions of the Multi-layer stacked ensemble showed an improvement of 0.97% over the best base model. This improvement reduced the FAR during the classification of network connections types. Again, the evaluation of our work shows a significant improvement over similar works in literature.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126121385","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: 3
Session 7: Big Data and Wireless Networking 第七场:大数据和无线网络
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/icitst51030.2020.9351321
{"title":"Session 7: Big Data and Wireless Networking","authors":"","doi":"10.23919/icitst51030.2020.9351321","DOIUrl":"https://doi.org/10.23919/icitst51030.2020.9351321","url":null,"abstract":"","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128515316","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
Security and Performance of Elliptic Curve Cryptography in Resource-limited Environments: A Comparative Study 资源有限环境下椭圆曲线密码的安全性与性能比较研究
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351327
Ali Raya, K. Mariyappn
{"title":"Security and Performance of Elliptic Curve Cryptography in Resource-limited Environments: A Comparative Study","authors":"Ali Raya, K. Mariyappn","doi":"10.23919/ICITST51030.2020.9351327","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351327","url":null,"abstract":"Nowadays, the usage of constrained-resources devices like sensors and IoT devices are increasing rapidly. These devices often deal with sensitive data and simultaneously have limited storage and low processing capabilities. That means achieving protocols with high levels of security can be relatively difficult in these limited environments, as we find ourselves faced with a trade-off between performance and security. Therefore, the ultimate goal is to find a cryptographic scheme which achieve good levels of security and consume little resources. This study seeks to analyze the performance and security of Elliptic Curve Cryptography in resource-limited environments by comparing ECC to other public key cryptographic schemes over key pair generation, key exchange and digital signature primitives. The comparison results of this paper promote using ECC in resource-limited environments and show the significant differences between the time and memory requirements of ECC comparing to other public key schemes especially when the security requirements increase.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126950572","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
Easy Simple Factoring-based Digital Signature Scheme 简单的基于因子分解的数字签名方案
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351341
Sook-Yan Hue, N. Sarmin, E. S. Ismail, Ji-Jian Chin
{"title":"Easy Simple Factoring-based Digital Signature Scheme","authors":"Sook-Yan Hue, N. Sarmin, E. S. Ismail, Ji-Jian Chin","doi":"10.23919/ICITST51030.2020.9351341","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351341","url":null,"abstract":"A newly developed signature scheme, namely the Easy Simple Factoring-based (ESF) signature scheme is proposed in this paper. First, we construct a standard identification scheme based on the ESF assumption. Then, the standard identification scheme is converted to a signature scheme by utilizing the Fiat-Shamir transformation. Our signature scheme is provable secure in the random oracle model, and the security proof is shown. The efficiency analysis of our scheme is conducted and compared with the Full Domain Hash (FDH) signature scheme. Our scheme has a more powerful efficiency performance in signing and verifying algorithms than the FDH signature scheme when the public keys $u$ and γ in our signature scheme are fixed to small bit lengths.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130774267","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
Evolution of Bitcoin Addresses from Security Perspectives 从安全角度看比特币地址的演变
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351346
Wai Kok Chan, Ji-Jian Chin, V. Goh
{"title":"Evolution of Bitcoin Addresses from Security Perspectives","authors":"Wai Kok Chan, Ji-Jian Chin, V. Goh","doi":"10.23919/ICITST51030.2020.9351346","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351346","url":null,"abstract":"Since Satoshi Nakamoto launched bitcoin in 2009, there have been many improvements in bitcoin addresses that are required to fulfill newer requirements. These improvements have made the learning curve steeper for a regular user. Many readers do not know the real motivation why certain features are implemented or otherwise. In this paper, the evolution of bitcoin addresses is clearly described so that users can better understand the progress made in bitcoin. This paper also explains the motivation for some features' motivation and why these features were implemented in a certain way.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126895514","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: 2
Adversarial Evasion Noise Attacks Against TensorFlow Object Detection API 针对TensorFlow对象检测API的对抗性规避噪声攻击
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351331
R. Kannan, Ji-Jian Chin, Xiaoning Guo
{"title":"Adversarial Evasion Noise Attacks Against TensorFlow Object Detection API","authors":"R. Kannan, Ji-Jian Chin, Xiaoning Guo","doi":"10.23919/ICITST51030.2020.9351331","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351331","url":null,"abstract":"TensorFlow Object Detection API is an open-source object detection machine learning program that has gained recent popularity and is being used in a variety of applications. Region-Based Fully Convolutional Network (R-FCN) and Faster Region-Based Convolutional Neural Network (Faster R-CNN) are two models of the API that are very popular in object detection. This paper compares the responses of the 2 models when trained and tested under the same datasets for the detection of potholes. The 2 models are compared in their results of evaluating datasets superimposed with simple additive noises such as impulse noise, Gaussian noise and Poisson noise. These models are also tested against different noise density levels of impulse noise to see the percentage of adversarial success. This paper shows the positive effect of low-density additive noise in terms of improving the performance of the ML models such that they could be considered to be added as a new feature vector. The datasets from the referenced paper are examined to find that some improvements such as using a higher resolution camera and placing the camera on the hood of the car with no window pane in between could be done to improve the performance of the API.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"144 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121637917","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: 2
Session 6: Information Security 第六部分:信息安全
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/icitst51030.2020.9351342
{"title":"Session 6: Information Security","authors":"","doi":"10.23919/icitst51030.2020.9351342","DOIUrl":"https://doi.org/10.23919/icitst51030.2020.9351342","url":null,"abstract":"","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"487 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116532454","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
A Shoulder-Surfing Resistant Colour Image-based Authentication Method Using Human Vision Perception with Spatial Frequency 基于空间频率人类视觉感知的抗刷肩彩色图像认证方法
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351349
Harris Anthonio, Y. Kam
{"title":"A Shoulder-Surfing Resistant Colour Image-based Authentication Method Using Human Vision Perception with Spatial Frequency","authors":"Harris Anthonio, Y. Kam","doi":"10.23919/ICITST51030.2020.9351349","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351349","url":null,"abstract":"Superimposing the high and low spatial frequencies of two different images allows different image interpretations, depending on the viewing distance between the viewer and the image. Previous works used this technique to produce greyscale keypads for PIN entry to prevent shoulder-surfing. Nevertheless, implementation in colour keypads would preserve the underlying look and feel of most applications which are in colour. Thus, the proposed method uses superimposition to produce hybrid image keypads in colour. From user testing and simulated shoulder surfing attacks, it was shown that the proposed method had a low error rate of 3.57% for user logins while none of the shoulder surfing attacks were successful.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115291072","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: 2
Design and Implementation on FPGA Board of a Chaos-based Stream Cipher 基于混沌流密码的FPGA设计与实现
2020 15th International Conference for Internet Technology and Secured Transactions (ICITST) Pub Date : 2020-12-08 DOI: 10.23919/ICITST51030.2020.9351328
Fethi Dridi, Carinelle Atamech, S. E. Assad, W. H. Youssef, Mohsen Machhout
{"title":"Design and Implementation on FPGA Board of a Chaos-based Stream Cipher","authors":"Fethi Dridi, Carinelle Atamech, S. E. Assad, W. H. Youssef, Mohsen Machhout","doi":"10.23919/ICITST51030.2020.9351328","DOIUrl":"https://doi.org/10.23919/ICITST51030.2020.9351328","url":null,"abstract":"Chaos based stream cipher (CSC) has caught the attention of various security applications, especially for military needs and protection in Internet of Things (IoT). In fact, computing and memory resources have been suited by chaos based stream cipher for real-time communication. In this paper, we designed a chaos-based stream cipher using a robust pseudo chaotic number generator (RPCNG). The simulation of the proposed CSC is done in VHDL using the ISE Design Suite 14.6 tool of Xilinx with finite computing precision N = 32-bit and the hardware implementation is realized on the SAKURA-G FPGA board. The proposed system requires 6036 slices L UTs as hardware cost, and achieves throughput of 301.184 Mbps. It is robust against statistical attacks and thus can be used in all applications that require confidentiality.","PeriodicalId":346678,"journal":{"name":"2020 15th International Conference for Internet Technology and Secured Transactions (ICITST)","volume":"212 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123110161","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: 2
下一页 尾页
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整，为了账户安全，请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们：info@booksci.cn Book学术提供免费学术资源搜索服务，方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号：481959085
Book学术官方微信