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Classifying noisy data streams

引用

3rd International Conference on Fuzzy Systems and Knowledge Discovery

作者： Wang, Yong Li, Zhanhuai Zhang, Yang Dept. Computer Science and Software Northwestern Polytechnical University China School of Information Engineering Northwest A and F University China

ISBN: (纸本)3540459162

The two main challenges associated with mining data streams are concept drifting and data noise. Current algorithms mainly depend on the robust of the base classifier or learning ensembles, and have no active mechanisms to deal noisy. However, noise still can induce the drastic drops in accuracy. In this paper, we present a clustering-based method to filter out hard instances and noise instances from data streams. We also propose a trigger to detect concept drifting and build RobustBoosting, an ensemble classifier, by boosting the hard instances. We evaluated RobustBoosting algorithm and AdaptiveBoosting algorithm [1] on the synthetic and real-life data sets. The experiment results show that the proposed method has substantial advantage over AdaptiveBoosting algorithm in prediction accuracy, and that it can converge to target concepts efficiently with hi h accuracy on datasets with noise level as high as 40%.

关键词： Data structures

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Uncontrollable privacy - The right that every attacker desires

Uncontrollable privacy - The right that every attacker desir...

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4th Australian Information Security Management Conference, AISM

作者： Antoniou, Giannakis Gritzalis, Stefanos Dept. of Computer Science and Software Engineering University of Melbourne Australia Dept. of Information and Communication Systems Engineering University of the Aegean Samos 83200 Greece

ISBN: (纸本)0729806251

The request of the Internet users enjoying privacy during their e-activities enforces the Internet society to develop techniques which offer privacy to the Internet users, known as Privacy Enhancing Technologies (PETs). Among the Internet users, there are attackers who desire more than anything else to enjoy privacy during their malicious actions, and a PET is what they were looking for. Thus, although a PET should offer privacy to the internet users, proper techniques should also be employed in order to help the victims during the investigation procedure and unveil the identification of the attackers. The paper summarizes the current design issues of PETs and introduces additional issues in order to offer forensic investigation services. To the best of our knowledge this is the first attempt which it proves (the obvious) that the existing PETs do not meet accountability requirements. By knowing explicitly the reasons the PETs are inefficient offering accountability, it is the most appropriate way to make PETs offering higher level of accountability without decreasing the level of the privacy offered. © 2006 Giannakis Antoniou & Stefanos Gritzalis.

关键词： Data privacy

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Network Forensics and Privacy Enhancing Technologies "living" together in harmony

Network Forensics and Privacy Enhancing Technologies "living...

引用

4th Australian Information Security Management Conference, AISM

ISBN: (纸本)0729806251

Privacy Enhancing Technology (PET) is the technology responsible to hide the identification of Internet users, whereas network forensics is a technology responsible to reveal the identification of Internet users who perform illegal actions through the Internet. The paper identifies the collision of these opposite-goal technologies and describes what happens in case they come across. Can a Network Forensics protocol discover the identification of an Internet user who is trying to be anonymous behind a PET? The paper also proposes a way to bridge and eliminate the gap between these two technologies. © 2006 Giannakis Antoniou & Stefanos Gritzalis.

关键词： Digital forensics

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Empirically driven SE research: State of the art and required maturity

Empirically driven SE research: State of the art and require...

引用

28th International Conference on software engineering 2006, ICSE '06

作者： Basili, Victor Elbaum, Sebastian Computer Science Dept. University of Maryland Fraunhofer Center for Experimental Software Eng. College Park MD Computer Science and Engineering Dept. University of Nebraska Lincoln NE

ISBN: (纸本)1595933751

software engineering researchers are increasingly relying on the empirical approach to advance the state of the art. The level of empirical rigor and evidence required to guide software engineering research, however, can vary drastically depending on many factors. In this session we identify some of these factors through a discussion of the state of the art in performing empirical studies in software engineering, and we show how we can utilize the notion of empirical maturity to set and adjust the empirical expectations for software engineering research efforts. Regarding the state of the art in performing empirical studies, we will offer perspectives on two classes of study: those concerned with humans utilizing a technology, e.g., a person applying a methodology, a technique, or a tool, where human skills and the ability to interact with the technology are some of the primes issues, and those concerned with the application of the technology to an artifact, e.g., a technique or tool applied to a design or a program. In the first case, the emphasis is typically on issues like feasibility, usefulness, and then on effectiveness. The technology tends to be less well specified and based more on the experience and skills of the technology applier. In the second case, the emphasis is typically on the efficiency and effectiveness of the technology. The technology tends to be well defined and the assumption is that the individual skill and experience plays a less important role. We will discuss the set of factors that influence the design, implementation, and validity of these studies. Regarding empirical maturity and its implications on the SE community's expectations, we will provide examples of the large spectrum of studies with different maturity levels that can be performed to successfully support software engineering research. We will then identify and analyze the following aspects that are likely to impact a study's maturity level: technology (well-specified vs. unde

关键词： engineering research

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A new P2P-like architecture for large scale end to end network measurement

A new P2P-like architecture for large scale end to end netwo...

引用

International Conference on Networking, International Conference on Systems andInternational Conference on Mobile Communications and Learning Technologies, ICN/ICONS/MCL'06

作者： Dawei, Xu Depei, Qian Zhongzhi, Luan Mi, Tang Tao, Liu Dept. of Computer Science and Engineering Xi'an Jiaotong University Sino-German Joint Software Institute Beihang University

ISBN: (纸本)0769525520

Deploying probes easily and dynamically is very important to the success of end to end measurement systems. A P2P-like dynamic probe deployment mechanism for large scale end to end network measurement is proposed in this paper. With this mechanism, an end point entity can be easily deployed when a user joins the system to require measurement services. The end point entity plays two roles: service user and service provider, so once being active the user's computer becomes part of the end to end measurement infrastructure. Under this mechanism, the measurement infrastructure will grow easily with the increase of users performing the measurement. A new architecture for end to end network measurement with this mechanism is proposed and its prototype system, Global Internet Measurement System (GIMS), is implemented. Functional components of GIMS are described in detail. Experiment results using GIMS show that this new probe deployment mechanism is efficient and greatly facilitates the deployment of probes in large scale network measurement system. © 2006 IEEE.

关键词： Distributed computer systems

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Profiling self-propagating worms via behavioral footprinting

Profiling self-propagating worms via behavioral footprinting

引用

4th ACM Workshop on Recurring Malcode, WORM'06. Co-located with the 13th ACM Conference on computer and Communications Security, CCS'06

作者： Jiang, Xuxian Xu, Dongyan Dept. of Information and Software Engineering George Mason University Fairfax VA 22030 CERIAS Dept. of Computer Science Purdue University West Lafayette IN 47907

ISBN: (纸本)1595934472

This paper proposes behavioral footprinting, a new dimension of worm profiling based on worm infection sessions. A worm's infection session contains a number of steps (e.g., for probing, exploitation, and replication) that are exhibited in certain order in every successful worm infection. Behavioral footprinting complements content-based signature by enriching a worm's profile, which will be used in worm identification, an important task in post worm attack investigation and recovery. We propose an algorithm to extract a worm's behavioral footprint from the worm's traffic traces. Our evaluation with a number of real worms and their variants confirms the existence of worms' behavioral footprints and demonstrates their effectiveness in worm identification. Copyright 2006 ACM.

关键词： Behavioral research

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Image inpainting and segmentation using hierarchical level set method

Image inpainting and segmentation using hierarchical level s...

引用

3rd Canadian Conference on computer and Robot Vision, CRV 2006

作者： Du, Xiaojun Cho, Dongwook Bui, Tien D. Dept. Computer Science and Software Engineering Concordia University Montreal Que. H4V 2H8 Canada

ISBN: (纸本)0769525423

Image inpainting is an artistic procedure to recover a damaged painting or picture. In this paper, we propose a novel approach for image inpainting. In this approach, the Mumford-Shah (MS) model and the level set method are employed to estimate image structure of the damaged region. This approach has been successfully used in image segmentation problem. Compared to some other inpainting methods, the MS model approach can detect and preserve edges in the inpainting areas. We propose in this paper a fast and efficient algorithm which can achieve both inpainting and segmentation. In previous works on the MS model, only one or two level set functions are used to segment an image. While this approach works well on some simple images, detailed edges cannot be detected on complicated images. Although multi-level set functions can be used to segment an image into many regions, the traditional approach causes extensive computations and the solutions depend on the location of the initial curves. Our proposed approach utilizes faster hierarchical level set method and can guarantee convergence independent of initial conditions. Because we can detect both the main structure and the detailed edges, the approach can preserve detailed edges in the inpainting area. Experimental results demonstrate the advantage of our method. © 2006 IEEE.

关键词： Painting

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The consistent data replication service for distributed computing environments

The consistent data replication service for distributed comp...

引用

16th International Symposium on Methodologies for Intelligent Systems, ISMIS 2006

作者： No, Jaechun Chang, Won Park Sung, Soon Park Dept. of Computer Software College of Electronics and Information Engineering Sejong University Seoul Korea Republic of Intelligent IT System Research Center Korea Electronics Technology Institute Bundang-gu Seongnam-si Korea Republic of Dept. of Computer Science and Engineering College of Science and Engineering Anyang University Anyang Korea Republic of

ISBN: (纸本)354045764X

This paper describes a data replication service for large-scale, data intensive applications whose results can be shared among geographically distributed scientists. We introduce two kinds of data replication techniques, called owner-initiated data replication and client-initiated data replication, that are developed to support data replica consistency without requiring any special file system-level locking functions. Also, we present performance results on Linux clusters located at Sejong University. © Springer-Verlag Berlin Heidelberg 2006.

关键词： Distributed computer systems

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A predictive approach to achieving consistency in cooperative caching in MANET

A predictive approach to achieving consistency in cooperativ...

引用

1st International Conference on Scalable Information Systems, InfoScale '06

作者： Huang, Yu Cao, Jiannong Jin, Beihong Dept. of Computer Science Univ. of Science and Technology of China Hefei China Internet and Mobile Computing Lab. Dept. of Computing Hong Kong Polytechnic Univ. Kawloon Hong Kong Technology Center of Software Engineering Institute of Software Chinese Academy of Sciences Beijing China

ISBN: (纸本)1595934286

Cooperative caching is a very important technique for efficient data dissemination and sharing in mobile ad hoc networks (MANETs). Many applications have requirements on the consistency of the content cached on different nodes. However, this issue has not been adequately addressed and few of the existing solutions are really adaptive in a dynamic MANET environment. In this paper, we propose a predictive algorithm called PCC (Predictive Caching Consistency) that can make on-line tradeoff between the level of consistency of cached data and the overhead associated with achieving it. Simulation results show that PCC works adoptively and efficiently in a MANET environment, even with dynamic changes in the size of the network, mobility model of nodes, number of queries, and frequency of data updates. © 2006 ACM.

关键词： Ad hoc networks

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Active sketch for finding primary structures in images

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7th International Conference on Intelligent Data engineering and Automated Learning, IDEAL 2006

作者： Shulin, Yang Cunlu, Xu Qin, Lei Dept. of Computer Science and Engineering Fudan Univ. 200433 China School of Information Science and Engineering Lanzhou Univ. 730000 China School of Mathematics Physics and Software Engineering Lanzhou Jiaotong Univ. 730070 China

ISBN: (纸本)3540454853

The vision system of human beings is very sensitive to lines. Sketches composed of line drawings provide a useful representation for image structures, which can be used for recognition and which is capable of serving as intermediate data structures of images for further analysis. However, traditional schemes tackling the line detection problem for sketch generation are stuck to one of the two problems: lack of global supervision for line detection over an image or confinement of hard global constraints on the configuration of detected lines. In this paper, we propose an active sketch model for finding primary structures in the form of line drawings, overcoming shortcomings of the traditional schemes by combining local line finding techniques with supervision of a global saliency measure while imposing no global constraint on the configuration of the line drawings. Test results show that our model is able to sketch out lines in an image representing the most salient image discontinuity without imposing any shape or topology constraint on the sketch. © Springer-Verlag Berlin Heidelberg 2006.

关键词： Image reconstruction

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