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Study on adaptive intrusion detection engine based on gene expression programming rules

Study on adaptive intrusion detection engine based on gene e...

引用

International Conference on computer science and software engineering, CSSE 2008

作者： Wan, Tang Yang, Xi-Min Yang, Cao So, Won-Ho School of Electronic Information Wuhan Univ. Wuhan 430070 China State Key Laboratory Software Engineering Wuhan 430070 China Dept. of Computer Science South-Central Univ. for Nationalities Wuhan 430074 China Dept. of Computer Education Sunchon National Univ. Sunchon 540-742 Korea Republic of

ISBN: (纸本)9780769533360

High false alarm rate and time-space cost of rule extraction and detection limit the application of machine learning in real Intrusion Detection System (IDS), and IDS cannot satisfy most system performance requirements simultaneously. In this paper, a Constraint-based Gene Expression Programming Rule Extraction Algorithm (CGREA) is proposed which guarantees the validity of rules and reduces the evolution time through grammar constraint and probability restriction. Additionally, an Adaptive Intrusion Detection Engine (AIDE) is applied to automatically renew the detected order of rules according to the performance metric. The KDD CUP'99 DATA is used for evaluation and results show that the rules, which are extracted by the CGREA algorithm within a few evolution generations, can not only achieve high detection rate but also detect unknown attacks. Moreover, the AIDE based on CGREA increases the attack detection rate, and adapts itself to different performance requirements with different sequences of rule detection. © 2008 IEEE.

关键词： Intrusion detection

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Ontology-based integration of adaptive educational systems

Ontology-based integration of adaptive educational systems

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16th International Conference on computers in Education, ICCE 2008

作者： Sosnovsky, Sergey Mitrovic, Antonija Lee, Danielle Brusilovsky, Peter Yudelson, Michael University of Pittsburgh School of Information Sciences 135 North Bellefield ave. Pittsburgh PA 15260 United States Dept. of Computer Science and Software Engineering University of Canterbury Private Bag 4800 Christchurch 8140 New Zealand

ISBN: (纸本)9789868473522

With the growth of adaptive educational systems available to students, semantic integration of user modeling information from these systems is emerging into an important practical task. Ontologies can serve as the major representational framework for such integration. In this paper, we report an experiment on integration of domain models of two different adaptive systems. The differences in domain representations require use of manual mappings provided by human experts. The structure of domain ontology helps to refine the resulting mappings and align human expertise.

关键词： Integration

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Knowledge discovery in Chinese medicine

Knowledge discovery in Chinese medicine

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2008 C3S2E Conference, C3S2E'08

作者： Wang, Tongyuan Desai, Bipin C. Zheng, Huzhan Qiao, Yanjiang Dept. of Computer Science and Software Engineering Concordia University Montreal H3G 1M8 Canada Faculty of Chinese Pharmacy Beijing University of Chinese Medicine Caoyang District Wangjing Beijing China

ISBN: (纸本)9781605581019

Our motivation for knowledge discovery in Chinese medicine is two folds: innovate and verify effective data mining technology in realistic applications;and update Chinese medical informatics. This paper focuses on the former aspect. To develop effective mining functions for Chinese medicine study, we have considered a number of critical issues including: data complications, mining model reliability, and mining tools' usability. The result is a fuzzy based "Hyper Knowledge Discovery System" (HKDS). This paper presents our recently proposed concepts and approaches as well as their flexibility and interactivity in information retrieval and association rule mining embodied in HKDS. Copyright © 2008 ACM.

关键词： Data mining

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Concrete examples of abstraction as manifested in students' transformative experiences 08

Concrete examples of abstraction as manifested in students' ...

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4th International Computing Education Research Workshop, ICER'08

作者： Moström, Jan Erik Boustedt, Jonas Eckerdal, Anna McCartney, Robert Sanders, Kate Thomas, Lynda Zander, Carol Department of Computing Science Umea University 901 87 Umea Sweden Dept. of Mathematics Natural and Computer Science Högskolan i Gävle S80176 Gävle Sweden Department of Information Technology Uppsala University Uppsala Sweden Dept. of Computer Science and Engineering University of Connecticut Storrs CT United States Department of Math and Computer Science Rhode Island College Providence RI United States Department of Computer Science Aberystwyth University Aberystwyth United Kingdom Computing and Software Systems University of Washington Bothell Bothell WA United States

ISBN: (纸本)9781605582160

This paper examines transformational learning experiences of computing students as a way to better understand threshold concepts in computing. From empirical evidence we found that students often describe transformative experiences as learning situations in which they were led to use various kinds of abstraction, for example modularity, data abstraction, inheritance, polymorphism, reuse, design patterns, and complexity. Some students describe an abstract concept as coming first, and then needing to be made concrete though application;others describe transformations in which they learn the advantages of these abstract concepts from their experience of not using them. Abstraction is certainly of central importance in computer science. It appears, however, from our students' descriptions of transformative experiences, that abstraction per se is not a threshold, but that particular concepts in which abstraction is paramount exhibit the characteristics of threshold concepts. Copyright 2008 ACM.

关键词： Students

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Proposition of a Method for the Development and Deployment of e-Government Systems that Emphasize Good Governance

Proposition of a Method for the Development and Deployment o...

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2008 International MCETECH Conference on e-Technologies (MCETECH 2008)

作者： Driss Kettani Bernard Moulin Asmae El Mahdi School of Science and Engineering Al Akhawayn University Ifrane MOROCCO Computer Science and Software Engineering Dept. Laval University Québec CANADA

Although it is commonly agreed that e-Government systems enhance governance, there is a lack of empirical evidence to build upon this hypothesis which, legitimately, creates reluctance among key decision makers to adopt e-Government, especially in local governmental agencies in developing countries, In the context of the e-Fez Project and in a close collaboration with the municipality of the Moroccan city of Fez, we developed a pilot e-Government system that facilitates citizens' access to governmental information and services. In the course of the e-Fez Project and other similar projects, we set up a methodology that emphasizes good governance at each step of an e-Government project and enables us to continuously assess the outcomes of the resulting e-Gov systems on governance. The ultimate goal is to reduce the reluctance of decision makers and to contribute in the dissemination of e-technology in developing countries through a scientific and proven methodology that systematically links eGovernment outcomes to good governance attributes.

关键词： Electronic government Cities and towns Appropriate technology Usability Personnel Portals computer science software engineering Context-aware services Collaborative software

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Metadata management based on set-top box in digital broadcasting environments

Metadata management based on set-top box in digital broadcas...

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International Conference on computer science and software engineering, CSSE 2008

作者： Park, Jong-Hyun Kang, Soon-Jong Kang, Ji-Hoon Software Research Center Chungnam National University Gung-Dong Yuseong-Gu Daejeon 305-764 Korea Republic of Dept. of Computer Science and Engineering Chungnam National University Gung-Dong Yuseong-Gu Daejeon 305-764 Korea Republic of

ISBN: (纸本)9780769533360

Digital broadcasting as new generation broadcasting offers a new opportunity for interactive services. For variety services of broadcasting, the broadcasting metadata becomes increasingly important and one of the metadata standards for a digital broadcasting is TV-Anytime metadata. There are some researches for dealing with broadcasting metadata. In our previous study, we have proposed the method for efficiently managing the broadcasting metadata in a service provider. However, the environment of a Set-Top Box for digital broadcasting is limited such as low-cost and low-setting. Therefore there are some considerations to apply general approaches for managing the metadata into Set-Top Box. This paper proposes a TV-Anytime metadata management system based on Set-Top Box which is consisted of Storage Engine and XQuery Engine. For interoperability, XQuery engine uses XQuery for searching TV-Anytime metadata in XML because XQuery is a standard query language for XML data. Also we propose a Storage Engine for storing the metadata which uses a file-based indexing method for managing the stored data. Our two engines are designed independently with hardware platform therefore these engines can be used in any low-cost applications to manage broadcasting metadata. We implement a prototype system and evaluate the system. © 2008 IEEE.

关键词： Virtual storage

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A Cloaking Algorithm Based on Spatial Networks for Location Privacy

A Cloaking Algorithm Based on Spatial Networks for Location ...

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IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing

作者： Po-Yi Li Wen-Chih Peng Tsung-Wei Wang Wei-Shinn Ku Jianliang Xu J. A. Hamilton Jr. Dept.of Computer Science National Chiao Tung University Taiwan Dept. of Computer Science and Software Engineering Auburn University Auburn USA Dept. of Computer Science Hong Kong Baptist University Hong Kong Hong Kong China

ISBN: (纸本)9780769531588;9780769534114

Most of research efforts have elaborated on k-anonymity for location privacy. The general architecture for implementing k-anonymity is that there is one trusted server (referred to as location anonymizer) responsible for cloaking at least k users' locations for protecting location privacy. A location anonymizer will generate cloaked regions in which there are at least k users for query processing. Prior works only explore grid shape cloaked regions. However, grid shape cloaked regions result in a considerable amount of query results, thereby increasing the overhead of filtering unwanted query results. In this paper, we propose a cloaking algorithm in which cloaked regions are generated acording to the features of spatial networks. By exploring the features of spatial networks, the cloaked regions are very efficient for reducing query results and improving cache utilization of mobile devices. Furthermore, an index structure for spatial networks is built and in light of the proposed index structure, we develop a Spatial-Temporal Connective Cloaking algorithm(abbreviated as STCC). A simulator is implemented and extensive experiments are conducted. Experimental results show that our proposed algorithm out-performs prior cloaking algorithms in terms of the candidate query results and the cache utilization.

关键词： Privacy Roads computer science Protection Shape Mobile computing computer networks Pervasive computing software algorithms software engineering

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Lecture Notes in Electrical engineering: Preface

引用

Lecture Notes in Electrical engineering 2008年 9 LNEE卷 vii-x页

作者： Buyya, Rajkumar Pathan, Mukaddim Vakali, Athena Dept. Computer Science and Software Engineering University of Melbourne 111 Barry Street Carlton VIC 3053 Australia Dept. Informatics Aristotle University of Thessaloniki 541 24 Thessaloniki Greece

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Adopting curvilinear component analysis to improve software cost estimation accuracy model, application strategy, and an experimental verification 12

Adopting curvilinear component analysis to improve software ...

引用

12th International Conference on Evaluation and Assessment in software engineering, EASE 2008

作者： Sarcia, Salvatore A. Cantone, Giovanni Basili, Victor R. DISP Università di Roma Tor Vergata Via del Politecnico 1 Rome00133 Italy Dept. of Computer Science University of Maryland A.V. Williams Bldg. 115 College ParkMD20742 United States Fraunhofer Center for Experimental Software Engineering Maryland College ParkMD20742 United States

Cost estimation is a critical issue for software organizations. Good estimates can help us make more informed decisions (controlling and planning software risks), if they are reliable (correct) and valid (stable). In this study, we apply a variable reduction technique (based on auto-associative feed-forward neural networks – called Curvilinear component analysis) to log-linear regression functions calibrated with ordinary least squares. Based on a COCOMO 81 data set, we show that Curvilinear component analysis can improve the estimation model accuracy by turning the initial input variables into an equivalent and more compact representation. We show that, the models obtained by applying Curvilinear component analysis are more parsimonious, correct, and reliable. © 2008 Evaluation and Assessment in software engineering. All rights reserved.

关键词： Feedforward neural networks

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Neural Net Water Level Trend Prediction and Dynamic Water Level Sampling Frequency

Neural Net Water Level Trend Prediction and Dynamic Water Le...

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ACIS International Conference on software engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing (SNPD)

作者： Steven P. Sweeney Sehwan Yoo Albert Chi Frank Lin Taikyeong Jeong Sengphil Hong Sam Fernald Dept. of Mathematics and Computer Science University of Maryland Eastern Shore USA College of Software Engineering University of Advancing Technology USA Dept. of Communications Engineering Myongji University South Korea School of Information and Media Sung-shin Woman's University South Korea Dept. of Animal and Range Science New Mexico State University USA

ISBN: (纸本)9780769532639

We have used neural network water level trend prediction (NNWLTP) in support of a water level sensing project. The NNWLTP approach allows dynamic change in water level sampling frequency, which will reduce power consumption and extend battery life in energy constrained devices. This paper deals primarily with the NNWLTP, which would allow sampling frequency change commands to be transmitted to the sensors when a transition or turning point was detected.

关键词： Artificial neural networks Turning Digital filters Sensors Time series analysis Wireless sensor networks Java

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