• Title/Summary/Keyword: web application performance

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Two Stage Deep Learning Based Stacked Ensemble Model for Web Application Security

  • Sevri, Mehmet;Karacan, Hacer
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.2
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    • pp.632-657
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    • 2022
  • Detecting web attacks is a major challenge, and it is observed that the use of simple models leads to low sensitivity or high false positive problems. In this study, we aim to develop a robust two-stage deep learning based stacked ensemble web application firewall. Normal and abnormal classification is carried out in the first stage of the proposed WAF model. The classification process of the types of abnormal traffics is postponed to the second stage and carried out using an integrated stacked ensemble model. By this way, clients' requests can be served without time delay, and attack types can be detected with high sensitivity. In addition to the high accuracy of the proposed model, by using the statistical similarity and diversity analyses in the study, high generalization for the ensemble model is achieved. Within the study, a comprehensive, up-to-date, and robust multi-class web anomaly dataset named GAZI-HTTP is created in accordance with the real-world situations. The performance of the proposed WAF model is compared to state-of-the-art deep learning models and previous studies using the benchmark dataset. The proposed two-stage model achieved multi-class detection rates of 97.43% and 94.77% for GAZI-HTTP and ECML-PKDD, respectively.

Development of a Gateway System for Social Network Services

  • Kwon, Dongwoo;Jung, Insik;Lee, Shinho;Kim, Hyeonwoo;Ju, Hongtaek
    • Journal of Communications and Networks
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    • v.17 no.2
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    • pp.118-125
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    • 2015
  • In this paper, we propose a method to reduce mobile social network services (SNSs) traffic using a mobile integrated SNS gateway (MISG) to improve network communication performance between the mobile client and SNS servers. The gateway connects the client and SNS servers using the contents adapter and the web service adapter and helps to improve communication performance using its cache engine. An integrated SNS application, the user's client, communicates with the gateway server using integrated SNS protocol. In addition, the gateway can alert the client to new SNS contents because of the broker server implemented by the message queuing telemetry transport protocol. We design and develop the modules of the gateway server and the integrated SNS application. We then measure the performance of MISG in terms of content response time and describe the result of the experiment.

An Empirical Analysis of Public App Performance Based on Information System Success Model: The Moderating Effects of Service Quality of Public Web and Public Value (정보기술성공 모형 기반의 공공앱 성과에 대한 실증분석 : 공공웹 서비스품질과 공공가치의 조절효과)

  • Lee, Soo In;Kim, Sang Hyun
    • The Journal of Information Systems
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    • v.32 no.1
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    • pp.147-178
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    • 2023
  • Purpose The mail goal of this study is to find out factors influencing users' satisfaction of public application with the emphasis of service quality of public web and public value. For this purpose, we applied IS success model to develop the research model that explains users's satisfaction and public performance. Design/methodology/approach The proposed research model was developed based on IS success model along with two moderating effects - Service Quality of Public Web and Public Value in order to empirically test proposed causal relationships withing the model. A total of 377 survey responses were analyzed by forming the structural equation modeling with AMOS 24.0. Findings The analysis results show that the service, information, and system quality from IS success model are positively associated with user satisfaction, which in turn is positively associated with public app performance. The results also show that the relationship between user satisfaction and public app performance is positively moderated by public value. However, the relationship between public app service quality and user satisfaction isn't moderated by public web service quality.

A Design of Mobile App Test System Using Web Socket (웹소켓을 이용한 모바일 앱 테스트 시스템 설계)

  • Choi, Kyung Su;Lee, Kilhung
    • Journal of Information Technology Services
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    • v.17 no.3
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    • pp.63-75
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    • 2018
  • In this paper, we propose a testing method of the quality of device application effectively reflecting the necessity of increasing mobile device application quality test, and designed and developed it as a web system. We have studied traditional software testing methods for designing and developing a system. We have developed a next-generation alternative technology that can analyze and compensate for the weaknesses of the web and weaknesses of the Android in order to realize the access system and the responsive web system. As an example applied to the system, we analyzed the requirements of the system implementation and expressed the functions of the system through the use case diagram. The test scenarios were conducted by connecting 5,000 devices to each system using the existing HTTP polling method and the proposed web socket method. After setting the comparative group, the result of the proposed web management system was observed and compared through repeated tests. The research shows that the proposed web socket system has better performance than HTTP polling. The more the number of simultaneous processing of the devices, the lower the server stability but the better the time efficiency. In conclusion, the more the number of devices to be tested is, the more the number of devices can be effectively tested using the proposed web management system.

Development and Application of an Evaluation Model for Website Design Problem (웹 사이트 디자인 평가모형 및 적용에 관한 연구)

  • 이국철;이성현
    • Journal of Information Technology Applications and Management
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    • v.10 no.1
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    • pp.91-110
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    • 2003
  • The primary goal of this paper is to develop an evaluation model for Web site design that have substantial effects of the performance of marketing and promotion of goods and services of the company. This paper proposes 3 design aspects such as dosing concepts, usability, and artistic coordination. The model also have tested its applicability to real world examples through an appropriate statistical techniques. Then, the model has been actually applied into 6 typical web sites and their design problems are thoroughly investigated and compared each other. Several web site design guidelines are also proposed for web design practitioners.

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design and Implementation of Performance manager System for Web Application Service management (웹 응용 서비스 관리를 위한 성능 관리자 시스템의 설계 및 구현)

  • Han, Jeong-Soo;Ahn, Seong-Jin;Chung, Jin-Wook;Park, Hyoung-Woo
    • The Transactions of the Korea Information Processing Society
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    • v.5 no.1
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    • pp.161-171
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    • 1998
  • In this paper, we shows the implementation of Web based performance manager which analyze the traffic of a Web server to support the diagnostics of it. The manager monitors the HTIP traffic by polling and measures and presents is performance on demand. To enhance the adaptability of management interface Web based interfaces with JAVA is used. Recently, the need of traffic management on s Web has grown, because of increasing Web traffic. Therefore, the traffic management of Web service and the effective management of a Web server's performance are needed. We have designed interfaces with which is comprised of Collection-Request, Analysis-Request, Realtime-Monitoring, Comparison-Analysis on a client with Web Browser on a network, and implemented the server system that can analyze these requests. Also we have introduced some perfonnance indicator by referring a Web related MIB. Also, we have designed and developed a message format for communication between the Web client and the server system.

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Comparison of Web Crawler Performance for Web Record Management (원격수집 방식의 웹기록물 관리를 위한 웹수집기 성능 비교 연구)

  • Chang, Jinho;Kwon, Hyuksang;Lee, Kyumo;Choi, Dong Joon
    • The Korean Journal of Archival Studies
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    • no.74
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    • pp.155-186
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    • 2022
  • As of 2022, the number of Internet sites for public institutions registered on the 'Government 24' website (www.gov.kr) of the Ministry of the Interior and Safety is 17,000. The direct transfer takes a lot of human and material resources and time between the records-producing institution and the records-management institution that manages websites as records. In addition, it is practically difficult for records management institutions to migrate and operate various software and application technologies required to run each website. A method of automatically collecting websites from a remote location using web crawler software is used domestically and abroad to overcome these practical limitations. This study compared the performance of the web crawler required to collect and manage public Internet websites as records remotely. The most suitable web crawler was selected through a step-by-step review of several web crawlers from previous studies and other literature. Several public agency websites were applied to compare the actual performance of the crawlers in the evaluation process. The study provides empirical and specific performance comparison information for organizations that need to choose a web crawler.

Publishing a Web Based Crop Monitoring System and Performance Test (웹 기반 농업생산환경 모니터링 시스템 시범구축 및 성능평가)

  • Lee, Jung-Bin;Kim, Jeong-Hyun;Park, Yong-Nam;Hong, Suk-Young;Heo, Joon
    • Korean Journal of Remote Sensing
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    • v.31 no.5
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    • pp.491-499
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    • 2015
  • In developed countries such as USA and Europe, agricultural monitoring system is developed and utilized in various fields in order to predict crop yield, observe weather conditions and anomaly, categorize crop fields, and calculate areas for each crop. These system is Web Map Service(WMS) which utilizes open source and commercial softwares, and various information collected from remote sensing data are provided. This study will utilize tools such as GeoServer, ArcGIS Server, which are widely used to monitor agricultural production, to publish Map Server and Web Application Server. This enables performance test study for future agricultural production monitoring system by making use of response time and data transfer test. When tested in identical condition GeoServer showed a better result in response time and data transfer for performance test.

The Performance Study of a Virtualized Multicore Web System

  • Lu, Chien-Te;Yeh, C.S. Eugene;Wang, Yung-Chung;Yang, Chu-Sing
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.10 no.11
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    • pp.5419-5436
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    • 2016
  • Enhancing the performance of computing systems has been an important topic since the invention of computers. The leading-edge technologies of multicore and virtualization dramatically influence the development of current IT systems. We study performance attributes of response time (RT), throughput, efficiency, and scalability of a virtualized Web system running on a multicore server. We build virtual machines (VMs) for a Web application, and use distributed stress tests to measure RTs and throughputs under varied combinations of virtual cores (VCs) and VM instances. Their gains, efficiencies and scalabilities are also computed and compared. Our experimental and analytic results indicate: 1) A system can perform and scale much better by adopting multiple single-VC VMs than by single multiple-VC VM. 2) The system capacity gain is proportional to the number of VM instances run, but not proportional to the number of VCs allocated in a VM. 3) A system with more VMs or VCs has higher physical CPU utilization, but lower vCPU utilization. 4) The maximum throughput gain is less than VM or VC gain. 5) Per-core computing efficiency does not correlate to the quality of VCs or VMs employed. The outcomes can provide valuable guidelines for selecting instance types provided by public Cloud providers and load balancing planning for Web systems.

Distributed Security for Web Application Contents Protection (웹 어플리케이션 콘텐츠 보호를 위한 분산 보안)

  • Heo, Jin-Kyoung
    • Journal of Digital Contents Society
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    • v.9 no.1
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    • pp.125-130
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    • 2008
  • User web service is increasing by development of internet technology. Quantity of encrypted data that transmitted through the network are increasing by development of encipherment technology. We have many problems; it is caused by technical development and service increase of user requests. It is like that, we have reliability of contents and illegality copy problem of internet contents in web application system. It is contents protection skills in web that encipherment technology, authentication and digital signature. We need message encoding and secret key for solve vulnerability of encipherment in web application system. In this paper, we propose a distributed secure system that can data confidentiality and user authentication. It prevent performance degradation from bottle neck in encipherment server, and improve service quality.

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