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High-performance intrusion detection using OptiGrid clustering and grid-based labelling

High-performance intrusion detection using OptiGrid clusteri...

引用

IEEE/INFORMATION PROCESSING SOCIETY JAPAN International Symposium on Applications and The Internet

作者： Ishida, Moriteru Takakura, Hiroki Okabe, Yasuo Kyoto University Graduate School of Informatics Sakyo ward Kyoto 606-8501 Japan Nagoya University Information Technology Center Furocho Chikusa Nagoya 464-8601 Japan Kyoto University Academic Center for Computing and Media Studies Sako-ku Kyoto-shi Kyoto 606-8201 Japan

ISBN: (纸本)9780769544236

This research aims to construct a high-performance anomaly based intrusion detection system. Most of past studies of anomaly based IDS adopt k-means based clustering, this paper points out that the following reasons cause performance degradation of k-means based clustering when it is deployed in real traffic environment. First, k-means based algorithms have weakness for high dimensional data. Second, in spite of non-hyper spherical distribution of normal traffic in a feature space, these algorithms can only create hyper spherical clusters. Furthermore, unsophisticated algorithms to label clusters cannot achieve high detection performance. In order to solve these issues, this paper proposes a modification of OptiGrid clustering and a cluster labelling algorithm using grids. OptiGrid has robust ability to high dimensional data. Our labelling algorithm divides the feature space into grids and labels clusters using the density of grids. The combination of these two algorithms enables a system to extract the feature of traffic data and classifies the data as attack or normal correctly. We have implemented our system and confirmed efficiency of our system by utilizing both KDDCUP1999 data sets and Kyoto 2006+ data sets. © 2011 IEEE.

关键词： Intrusion detection

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Services utility prediction on a cloud

Services utility prediction on a cloud

引用

IEEE International Conference on Service-Oriented computing and Applications (SOCA)

作者： Wei-Tek Tsai Peide Zhong Janaka Balasooriya Yinong Chen Xiaoying Bai Department ofComputer Science and Technology Department Tsinghua University Beijing China School of Computing Informatics and System Engineering Arizona State University Tempe USA

Cloud computing and Software-as-a-Service (SaaS) are being widely applied. In the near future, there will be many cloud services providing similar services. One of the issues is to dispatch service requests to available services dynamically so that service requests can be served in the most effective and efficient way. This paper proposes an algorithm that efficiently serves requests for services by predicting the number of services needed. Furthermore, a cloud architectural framework to support the algorithm and prediction model is introduced. The paper also presents a simulation study to validate the algorithm proposed.

关键词： Prediction algorithms Predictive models Computational modeling Cloud computing Schedules Algorithm design and analysis Mathematical model

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Detecting Ambiguous Author Names in Crowdsourced Scholarly Data

Detecting Ambiguous Author Names in Crowdsourced Scholarly D...

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IEEE International Conference on and IEEE International Confernece on Social computing (SocialCom) Privacy, Security, Risk and Trust (PASSAT)

作者： Xiaoling Sun Jasleen Kaur Lino Possamai Filippo Menczer School of Informatics and Computing Indiana University Bloomington USA Department of Computer Science and Technology Dalian University of Technology Dalian China Department of Pure and Applied Mathematics University of Padua Italy

The name ambiguity problem is a challenge in many areas, especially in the field of bibliographic digital libraries. For example, in services that use citation data to compute the impact of authors, ambiguous names lead to biased measures. The problem is amplified where names are collected from heterogeneous sources, including crowd sourced annotations. This is the case in the Scholaro meter system, which cross-correlates author names in user queries with those retrieved from bibliographic data. The uncontrolled nature of user-generated annotations is very valuable, but creates the need to detect ambiguous names. In this paper, we propose an approach to detect ambiguous names at query time, which makes it applicable in the context of a social computing application. We explore two kinds of heuristic features based on citations and crowd sourced topics. Our approach can detect ambiguous author names in crowd sourced scholarly data with an accuracy of 75%.

关键词： Libraries Accuracy Educational institutions Computer science Feature extraction Collaboration Indexes

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An Approach for Service Composition and Testing for Cloud computing

An Approach for Service Composition and Testing for Cloud Co...

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International Symposium on Autonomous Decentralized Systems (ISADAS)

作者： Wei-Tek Tsai Peide Zhong Janaka Balasooriya Yinong Chen Xiaoying Bai Jay Elston Department of Computer Science and Technology Tsinghua University Beijing China School of Computing Informatics and Decision System Engineering Arizona State University Tempe AZ USA

As cloud services proliferate, it becomes difficult to facilitate service composition and testing in clouds. In traditional service-oriented computing, service composition and testing are carried out independently. This paper proposes a new approach to manage services on the cloud so that it can facilitate service composition and testing. The paper uses service implementation selection to facilitate service composition similar to Google's Guice and Spring tools, and apply the group testing technique to identify the oracle, and use the established oracle to perform continuous testing for new services or compositions. The paper extends the existing concept of template based service composition and focus on testing the same workflow of service composition. In addition, all these testing processes can be executed in parallel, and the paper illustrates how to apply service-level MapReduce technique to accelerate the testing process.

关键词： Testing Ontologies Companies Silicon Cloud computing Software Programming

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Usability Evaluation of a Prototype iPhone App for Osaka Castle Museum: Outcomes and Reflections

Usability Evaluation of a Prototype iPhone App for Osaka Cas...

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12th International Symposium on Virtual Reality, Archaeology, and Cultural Heritage, VAST 2011

作者： Carillo, E. Chikama, M. Kadobayashi, R. Shimojo, S. Pemberton, L. Rodriguez-Echavarria, K. Arnold, D. Cultural Informatics Research Group School of Computing Engineering and Mathematics University of Brighton Brighton United Kingdom Knowledge Creating Communication Research Center National Institute of Information and Communications Technology Kyoto Japan Network Testbed Research Promotion Group National Institute of Information and Communications Technology Kyoto Japan Department of Digital Games Faculty of Information Science and Arts Osaka Electro-Communication University Osaka Japan Interactive Technologies Research Group School of Computing Engineering and Mathematics University of Brighton Brighton United Kingdom

ISBN: (纸本)9783905673869

The evaluation of the effectiveness of new technologies for cultural heritage is becoming increasingly relevant, as the number of tools and media for public presentation grows rapidly across the world. Amongst these technologies, smartphone applications are rapidly increasing, with museums releasing new Apps at an incredible pace. It is therefore important to understand how these Apps are re-shaping the behaviour of museums' visitors and the approach of heritage professionals. This paper presents the outcomes of a user evaluation of a prototype iPhone App developed for Osaka Castle Museum in Japan. It reports on the methodology adopted and the results gathered, but it also reflects on implications and cultural issues. © The Eurographics Association 2011.

关键词： Museums

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P4-SimSaaS: Policy specification for multi-tendency simulation Software-as-a-Service model 11

P4-SimSaaS: Policy specification for multi-tendency simulati...

引用

Simulation Winter Conference

作者： Wei-Tek Tsai Wu Li Xiaoying Bai Jay Elston School of Computing Informatics and Decision Systems Engineering Arizona State University Tempe AZ USA Department of Computer Science and Technology Tsinghua University Beijing China

Simulation can benefit from cloud computing that often comes with thousands of processors and its soft-ware is structured as Software-as-a-Service (SaaS) with its Multi-Tenancy Architecture (MTA). To sup-port multiple tenants, simulation SaaS models need be modeled and customized to fulfill the various functional and quality requirements of individual tenants. The multitude options of tenant-specific data have made the simulation models and execution processes rather complicated. This paper presents P4-SimSaaS that comes with an new ontology system and an innovative tenant related policy specification for Simulation SaaS. P4-SimSaaS can reduce the complexity in the MTA simulation models and consequently increase the flexibility in MTA simulation execution environment. A case study is offered to demonstrate the entire framework.

关键词： Ontologies Buildings Solid modeling Computational modeling Educational institutions Data models

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Testing the scalability of SaaS applications

Testing the scalability of SaaS applications

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IEEE International Conference on Service-Oriented computing and Applications (SOCA)

作者： Wei-Tek Tsai Yu Huang Qihong Shao Department of Computer Science and Technology Tsinghua University Beijing China School of Computing Informatics and Decision Systems Engineering Arizona State University Tempe AZ USA

Cloud computing and SaaS (Software-as-a-Service) received significant attention recently. Testing SaaS applications is important because many mission-critical applications will be deployed on the cloud. However, to the best of our knowledge, testing framework designed specifically for SaaS applications is not developed. The issue of testing the scalability of SaaS applications remains untouched. This paper discusses the unique features and challenges in testing SaaS applications, and proposes scalability metrics that can be used to test the scalability of SaaS applications.

关键词： Scalability Testing Measurement Cloud computing Program processors Sun

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Service Replication Strategies with MapReduce in Clouds

Service Replication Strategies with MapReduce in Clouds

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International Symposium on Autonomous Decentralized Systems (ISADAS)

作者： Wei-Tek Tsai Peide Zhong Jay Elston Xiaoying Bai Yinong Chen Department of Computer Science and Technology Tsinghua University Beijing China School of Computing Informatics and Decision System Engineering Arizona State University Tempe AZ USA

The current implementations of cloud environment do not have suitable mechanism through which services can be managed to make use of cloud resources. The services in these environments can passively serve users' request only. If a service receives more requests than it can handle in a certain time period, it is subject to malfunctioning. This paper proposes a new approach to service replications that allows a cloud to adjust its service instance deployments in response to existing and projected service request loads. This approach defines an optimal service replication strategy based on MapReduce, a processing model used extensively in GAE (Google App Engine) to solve huge data processing tasks. This service replication strategy is implemented by Service Level MapReduce (SLMR). To better support for SLMR, service replication technology is introduced, which include dynamic service replication and pre-deployed service replication. Furthermore, a passive SLMR approach that depends on the cloud management service (CMS) and a positive SLMR approach that does not need the support from CMS will be introduced.

关键词： Cloud computing Servers Computer architecture Google Timing Speech recognition Dispatching

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Iroha Pad: A Waka Composing and Playing Interface Using the Anagram of the Iroha Poem

Iroha Pad: A Waka Composing and Playing Interface Using the ...

引用

International Conference on Culture and computing (Culture computing)

作者： Naoki Nishikawa Naoko Tosa Department of Intelligence Science and Technology Graduate School of Informatics Kyoto University Kyoto Japan Academic Center of Computing and Media Studies Kyoto University Kyoto Japan

We propose "Iroha Pad'', a waka composing and playing interface using the anagram of the iroha poem that is a Japanese traditional pangram. This system supports users who have less literacy of Japanese literature for composing and appreciation of a waka. Users anagrammatize the iroha poem on 8 by 8 grid and make phrases of a waka like playing a puzzle. A waka is composed by arranging made phrases according to traditional waka styles. Each character of the composed waka is assigned a musical note of Japanese traditional musical scales. Users can appreciate the composed waka by playing sounds of characters of the composed waka like playing musical instruments.

关键词： Encyclopedias Electronic publishing Internet Instruments Educational institutions Art

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EasySaaS: A SaaS development framework

EasySaaS: A SaaS development framework

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IEEE International Conference on Service-Oriented computing and Applications (SOCA)

Software-as-a-Service (SaaS) often adopts multi-tenancy architecture (MTA). However, building a MTA SaaS application requires significant effort, either from scratch or using existing platforms such as *** or Google App Engine. This paper introduces EasySaaS - a SaaS development framework designed to simplify SaaS development. EasySaaS provides two alternatives to build a SaaS application. First alternative allows tenants to publish their application specifications with their requirements, as well as test scripts and let the SaaS providers customize their SaaS solutions to meet tenants' requirements. The second alternative allows tenants to compose the application using templates provided in EasySaaS. This framework alleviates the workload of tenant developers, and provides an easy approach for customization according to tenants' requirements in a collaborative manner. Most services in the platform is domain independent as the domain knowledge are stored in ontology to support cross-domain development.

关键词： Graphical user interfaces Runtime Educational institutions Data models Ontologies Indexes USA Councils

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