Jihyun Kim, Jaehyun Kim, Huong Le Thi Thu, Howon Kim
{"title":"Long Short Term Memory Recurrent Neural Network Classifier for Intrusion Detection","authors":"Jihyun Kim, Jaehyun Kim, Huong Le Thi Thu, Howon Kim","doi":"10.1109/PLATCON.2016.7456805","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456805","url":null,"abstract":"Due to the advance of information and communication techniques, sharing information through online has been increased. And this leads to creating the new added value. As a result, various online services were created. However, as increasing connection points to the internet, the threats of cyber security have also been increasing. Intrusion detection system(IDS) is one of the important security issues today. In this paper, we construct an IDS model with deep learning approach. We apply Long Short Term Memory(LSTM) architecture to a Recurrent Neural Network(RNN) and train the IDS model using KDD Cup 1999 dataset. Through the performance test, we confirm that the deep learning approach is effective for IDS.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127291076","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}
{"title":"Wise: A Wearable Platform for Performer-Guided Mixed-Reality Interactive Performance Art","authors":"Chun-Feng Liao, Wei-Chen Lu, Kung Chen, Wei-Chen Chang, Yi-Kai Hsiao, Zack Grannan","doi":"10.1109/PLATCON.2016.7456842","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456842","url":null,"abstract":"Mixed-reality performer-guided performance is a new style of performance art that facilitates impromptu interactions among dancers and virtual characters in realtime using wearable technologies. In this paper, we present the design of a full-stack wearable integration platform, called WISE (Wearable Item Service runtimE), that supports such performance art behind the scene. WISE deals core issues such as connectivity, manageability, context-awareness, and simplicity of the performance art. The experiment results show that the platform is stable and is able to drive the performance smoothly. Finally, we demonstrate the feasibility of WISE platform by conducting a live interactive public performance called Future Circus supported by the proposed platform.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115919076","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}
Syed Asif Raza Shah, A. Jaikar, Sangwook Bae, S. Noh
{"title":"Improve Performance and Throughput of VMs for Scientific Workloads in a Cloud Environment","authors":"Syed Asif Raza Shah, A. Jaikar, Sangwook Bae, S. Noh","doi":"10.1109/PLATCON.2016.7456802","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456802","url":null,"abstract":"Today, the latest computing paradigm that can fulfill the rapid growing demand of computational power for scientific workloads is known as cloud computing. Nowadays, scientific community is also interested to take advantage of cloud technology. To run the scientific workloads in the cloud environment required provisioning of logical resources known as virtual machines (VMs). However, there are some significant problems related to performance and throughput of virtual machines. This paper uses the cloud technology for scientific workloads and addresses the issues related to performance and throughput and efficiently provisioned of VMs for scientific workloads in a cloud computing environment. We evaluated the performance and throughput by using HEPSCPEC06 benchmark suite. Our proposed solution combines the four basic techniques to minimize the impact of virtualization and improve the overall performance and throughput of a virtual machine. The results shows that the maximum performance and throughput of virtual machines can be achieved by enabling the hyper-threading, properly assign the number of CPU cores, isolation of cores and pinning of vCPUs cores.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117035261","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}
{"title":"Performance Evaluation of Multithreaded Computations for CPU Bounded Task","authors":"Jin Kim, S. Yu, Jinsoo Park","doi":"10.1109/PLATCON.2016.7456816","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456816","url":null,"abstract":"The development of multicore processors causes the enhancement of computing performances. In general, these processors give rise to the whole performance improvement via simultaneous processing of separated modules such as logical module and graphical module. In the single algorithm such as the calculation of a mathematical formula, a multithreaded program can also get the same effect as a distributed processing system. The computing speed can be improved even though there is still the storage limitation. Using the multithreaded programming, this research evaluates the computing performance in the single algorithm. In the multicore processor environment, implications for the computation performance of synchronization algorithm in the multithreaded computation will also be mentioned.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121983795","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}
Sanghyun Seo, Hunjoo Lee, Youngjung Kim, Wookho Son
{"title":"Video Motion Analysis for Landscape Image Abstraction","authors":"Sanghyun Seo, Hunjoo Lee, Youngjung Kim, Wookho Son","doi":"10.1109/PLATCON.2016.7456840","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456840","url":null,"abstract":"Non-photorealistic rendering technique can be powerful approach to enhance both visual coherence and immersion in immersive media. Especially, painterly rendering is one of Non- photorealistic rendering that seems similar to paintings using 2D or 3D model data and artist's painting is affected by factors such as how he observes objects. In here, we can notice from paintings that painters observe the scene in a short or long time when they draw. However, there are some limits in previous works using single image. They cannot emphasize attributes of objects such as motion. In this paper, we propose the motion analysis and object classification technique from the input movie for image abstraction.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128177230","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}
{"title":"A Study on Korean EFL Pre-Service Teachers' Motivations in Choosing Teaching as a Career","authors":"Kyeong-Ouk Jeong","doi":"10.1109/PLATCON.2016.7456779","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456779","url":null,"abstract":"The purpose of this study is to examine the Korean EFL (English as a foreign language) pre-service teachers' motivations of choosing English language teaching as their future profession and also investigate the possibilities of utilizing Google Forms as a data gathering and analyzing tool. What motivated EFL pre-service teachers to choose teaching as their career was investigated using the adapted FIT-Choice scale (Factors Influencing Teaching choice scale). The participants of this study responded to the questionnaire of 30 motivational factors that had influenced them to choose English teaching as a future profession when entering university. This study revealed that the main motivational factors for Korean EFL pre-service teachers' decision to become English teachers were the intrinsic motivations. The next important motivational factors were altruistic motivations followed by extrinsic motivations.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"247 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115658786","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}
Shinjin Kang, Jin Hyoung Ahn, Hong Min, Sookyun Kim
{"title":"Development of Interactive Chatting Game Base on Sentiment Analysis Method","authors":"Shinjin Kang, Jin Hyoung Ahn, Hong Min, Sookyun Kim","doi":"10.1109/PLATCON.2016.7456792","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456792","url":null,"abstract":"In online game, storytelling is one of the most important factors that motivates game play. Experience of this narrative is delivered through various storytelling techniques [1]. Recently, there has been a lot of interest in developing embodied conversational agents (ECA) with multimodal interfaces [2]. Among multimodal interfaces, natural language processing is most promising techniques in commercial game development side. Traditionally in game industry, communication between player and virtual agent in game was conducted by selecting player's replay among 2~3 candidate sentences. But recent advances in natural language process enable player's sentence input in interactive drama game [3]. In this paper, we propose interactive chatting game based on sentiment analysis of player's input sentence. In order to understand player's emotions, we construct web-query based sentiment databases, and uses it with similarity ccomparison method. Our result could show that emergent narrative enables re-playable experience with natural language process technique in commercial online game.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133176384","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}
A. Jaikar, Syed Asif Raza Shah, S. Noh, Sangwook Bae
{"title":"Performance Analysis of NAS and SAN Storage for Scientific Workflow","authors":"A. Jaikar, Syed Asif Raza Shah, S. Noh, Sangwook Bae","doi":"10.1109/PLATCON.2016.7456814","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456814","url":null,"abstract":"Storage system has evolved considerably from last four decades. It is a fundamental component of any computerized framework. Therefore, performance of this computerized framework is indirectly proportional to its storage system. In order to improve the performance, decentralized storage system is used to provide high availability without single point of failure. In case of scientific world, execution time of scientific applications are considerably high. Moreover, if the storage system will give slower performance then execution time will also increase to calculate the results. Therefore, it is very important to design efficient storage system to extract better performance of the framework. For decentralized storage system of scientific computing facility, NAS and SAN technologies can be used. In order to design efficient storage system, we have to understand the performance difference between NAS and SAN. In this our experiment, we have created NAS and SAN framework and executed copy command of XRootD framework with different data size. XRootD framework stands above of the NAS and SAN storage system. The experimental results show that the SAN gives better performance than NAS.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131753826","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}
{"title":"A Study on Efficient Log Visualization Using D3 Component against APT: How to Visualize Security Logs Efficiently?","authors":"Jaehee Lee, Jinhyeok Jeon, Changyeob Lee, Junbeom Lee, Jaebin Cho, Kyungho Lee","doi":"10.1109/PLATCON.2016.7456778","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456778","url":null,"abstract":"APT attack has caused chaos in society since 2006. Especially, the vulnerability of the infrastructure is exposed to the outside a lot due to the development of the IT infrastructure in Korea. In addition, APT attacks targeting companies' major confidential information are increasing every year. APT attack causes negative publicity for the company and financial damage. APT is completely different from the problem which most organizations have been dealt with. Cyber-attack threats were visible in the past. But currently, APT attacks were invisible and focused on confidential data. Therefore, we need a new approach to solve this problem. We have to find traces of prejudice in the circumstances, everything seems normal. If we perform a correlation analysis of the log acquired from all the devices, systems and applications, we can easily understand the problems which occur in our information systems. Current commercial SIEM has the ability to visualize the correlation analysis and the log. But the security officer takes a lot of time to understand the visualized security logs. Moreover, due to expensive cost of SIEM solution, small companies have difficulty introducing SIEM solution. For these reasons, we have developed a SIEM solution based on open-source program such as D3 component which results in decreasing the cost of the program. In addition, we analyzed the D3 components which can visualize the security logs, and matched D3 components with the security logs. In this paper, we propose the visualization methods using D3 components for analyzing the security logs efficiently.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"67 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124410804","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}
Chun-Hsiung Tseng, Yung-Hui Chen, Yan-Ru Jiang, Pin-Yu Su, Fang-Chi Tsai
{"title":"Automating Web Tasks by Simulating Browser Behaviors","authors":"Chun-Hsiung Tseng, Yung-Hui Chen, Yan-Ru Jiang, Pin-Yu Su, Fang-Chi Tsai","doi":"10.1109/PLATCON.2016.7456785","DOIUrl":"https://doi.org/10.1109/PLATCON.2016.7456785","url":null,"abstract":"In most scenarios, people rely on Web browsers to access online Web-based systems. To make automation of Web tasks useful, integration is usually required, but, the current Web infrastructure imposes huge limitations on this. In this research, the goal is to develop a framework that makes automation involving heterogeneous Web-based systems easier. With the proposed framework, users simply provide a set of configuration files and our tool will \"execute\" Web pages according to the specified configurations. In such a way, integrating Web-based systems becomes much easier.","PeriodicalId":247342,"journal":{"name":"2016 International Conference on Platform Technology and Service (PlatCon)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131530396","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}