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Multiobjective optizition shuffled frog-leaping biclustering

Multiobjective optizition shuffled frog-leaping biclustering

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2011 IEEE International Conference onBioinformatics and Biomedicine Workshops, BIBMW 2011

作者： Liu, Junwan Hu, Xiaohua Li, Zhoujun Chen, Yiming School of Computer and Information Engineering Central South University of Forestry and Technology Changsha China College of Information Science and Technology Drexel University Philadelphia PA United States State Key Laboratory of Software Development Environment Beihang University Beijing China School of Computer National University of Defense Technology Changsha China

ISBN: (纸本)9781457716133

Biclustering of DNA microarray data that can mine significant patterns to help in understanding gene regulation and interactions. This is a classical multi-objective optimization problem (MOP). Recently, many researchers have developed stochastic search methods that mimic the efficient behavior of species such as ants, bees, birds and frogs, as a means to seek faster and more robust solutions to complex optimization problems. The particle swarm optimization(PSO) is a heuristics-based optimization approach simulating the movements of a bird flock finding food. The shuffled frog leaping algorithm (SFLA) is a population-based cooperative search metaphor combining the benefits of the local search of PSO and the global shuffled of information of the complex evolution technique. This paper introduces SFL algorithm to solve biclustering of microarray data, and proposes a novel multi-objective shuffled frog leaping biclustering(MOSFLB) algorithm to mine coherent patterns from microarray data. Experimental results on two real datasets show that our approach can effectively find significant biclusters of high quality. © 2011 IEEE.

关键词： Birds

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Battery-aware task scheduling in distributed mobile systems with lifetime constraint 11

Battery-aware task scheduling in distributed mobile systems ...

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Asia and South Pacific Design Automation Conference

作者： Jiayin Li Meikang Qiu Jian-Wei Niu Tianzhou Chen Department of Electrical and Computer Engineering University of Kentucky Lexington KY USA State Key Laboratory of Software Development Environment Beihang University Beijing China College of Computer Science University of Zhejiang Hangzhou China

ISBN: (纸本)9781424475162

A distributed mobile system consists of a group of heterogeneous mobile devices connected by wireless network. Due to the fact that most of the mobile devices are battery based, the lifetime of a mobile system depends on both the battery behavior and the energy consumption characteristics of tasks. In this paper, we present a set of models for task scheduling in mobile systems equipped with Dynamic Voltage Scaling (DVS) processors. We propose battery-aware algorithms to obtain task schedules satisfying the battery lifetime constraints. The simulations with randomly generated Directed Acyclic Graphs (DAG) show that our proposed algorithms generate better schedules that can satisfy the battery lifetime constraints.

关键词： Batteries Schedules Voltage control Mobile communication Energy consumption Biological system modeling Program processors

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Multi-label classification with Bayes' theorem

Multi-label classification with Bayes' theorem

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International Conference on BioMedical engineering and Informatics (BMEI)

作者： Guangzhi Qu Hui Zhang Craig T. Hartrick Computer Science and Engineering Department Oakland University Rochester MI USA State Key Laboratory of Software Development Environment School of Computer Science Beihang University Beijing China Anesthesiology Research School of Medicine Oakland University Rochester MI USA

Compared with single-label classification, multi-label classification is more general in practice, since it allows one instance to have more than one label simultaneously. Bayes' Theorem has been successfully applied to deal with single-label classification. In this paper, we proposed to tackle multi-label classification using Bayes' Theorem. We propose two approaches, coined as Pair-Dependency Multi-label Bayesian Classifier (PDMLBC) and Complete-Dependency Multi-label Bayesian Classifier (CDMLBC). PDMLBC takes advantage of label dependency between any two labels, while CDMLBC considers the dependency among a set of labels. In the experiments, we evaluate the performance of PDMLBC and CDMLBC on real medical data, the results show that both PDMLBC and CDMLBC methods outperform NB+BR on all metrics, and CDMLBC works best among the three methods.

关键词： Correlation Bayesian methods Logistics Data mining Machine learning Support vector machines Decision trees

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Ad Hoc grid task scheduling algorithm considering trust-demand

Ad Hoc grid task scheduling algorithm considering trust-dema...

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International Conference on Future computer and Communication

作者： Wang, Haobo Li, Chunlin Yan, Chunxiang Li, Qingqing Li, Jun Department of Computer Science Wuhan University of Technology State Key Laboratory of Software Development Environment Beijing University of Aeronautics and Astronautics

ISBN: (纸本)9781424458226

At present, most Ad Hoc grid task scheduling algorithms ignore the impact of trust mechanism, resulting in the potential dangerous in the real scheduling. In this paper, the trust model is defined, which satisfies the tasks' trust demands, in order to choose the suitable resource node to be executed in the scheduling. Moreover, a task scheduling algorithm extended from Min-Min algorithm (T-Min-Min) is proposed. The proposed algorithm not only satisfies the trust demand of the user but also considers the resource nodes' energy consumption and load balancing. The simulation suggests that it can effectively shorten the task completion time and the number of failed tasks in the Ad Hoc grid. ©2010 IEEE.

关键词： Ad hoc networks

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Rationale management challenges in requirements engineering

Rationale management challenges in requirements engineering

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作者： Liang, Peng Avgeriou, Paris He, Keqing State Key Lab. of Software Engineering Computer School Wuhan University China Department of Computing Science University of Groningen Netherlands

ISBN: (纸本)9781424487837

Rationale and rationale management have been playing an increasingly prominent role in software system development mainly due to the knowledge demand during system evaluation, maintenance, and evolution, especially for large and complex systems. The rationale management for requirements engineering, as a commencing and critical phase in software development life cycle, is still under-exploited. In this paper, we first survey briefly the state-of-the-art on rationale employment and applications in requirements engineering. Secondly, we identify the challenges in integrating rationale management in requirements engineering activities in order to promote further investigations and define a research agenda on rationale management in requirements engineering. ©2010 IEEE.

关键词： Knowledge management

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PageSense: Style-wise web page advertising 10

PageSense: Style-wise web page advertising

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19th International World Wide Web Conference, WWW2010

作者： Li, Lusong Mei, Tao Niu, Xiang Ngo, Chong-Wah State Key Lab. of Software Development Environment Beihang University Beijing 100191 China Microsoft Research Asia Beijing 100190 China School of Computer Science and Engineering Beihang University Beijing 100191 China Department of Computer Science City University of Hong Kong Kowloon Hong Kong

ISBN: (纸本)9781605587998

This paper presents an innovative style-wise advertising platform for web page. Web page "style" mainly refers to visual effects, such as color and layout. Unlike the most popular ad-network such as Google AdSense which needs publishers to change the original structure of their pages and define the position and style of the embedded ads manually, style-wise page advertising aims to automatically deliver style-consistent ads at proper positions within the web page, without breaking the layout of the original page. Our system is motivated from the fact that almost 90% web pages contain blank regions without any content. Given a web page with some blank regions, style-wise page advertising is able to detect the suitable blank areas for advertising, rank the ads according to the semantic relevance and web page style, and embed relevant ads into these nonintrusive areas. Style-wise page advertising represents one of the first attempts towards contextual advertising which enables the publishers to save effort when applying online advertising services. © 2010 International World Wide Web Conference Committee (IW3C2).

关键词： World Wide Web

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Adaptive resource allocation for preemptable jobs in cloud systems

Adaptive resource allocation for preemptable jobs in cloud s...

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2010 10th International Conference on Intelligent Systems Design and Applications, ISDA'10

作者： Li, Jiayin Qiu, Meikang Niu, Jian-Wei Chen, Yu Ming, Zhong Department of Electrical and Computer Engineering University of Kentucky Lexington KY 40506 United States State Key Lab. of Software Develop. Environment Beihang University Beijing 100191 China Department of Computer Science and Technology Tsinghua University Beijing 100084 China College of Computer Science and Software Shenzhen University Shenzhen 518060 China

ISBN: (纸本)9781424481354

In cloud computing, computational resources are provided to remote users in the form of leases. For a cloud user, he/she can request multiple cloud services simultaneously. In this case, parallel processing in the cloud system can improve the performance. When applying parallel processing in cloud computing, it is necessary to implement a mechanism to allocate resource and schedule the tasks execution order. Furthermore, a resource allocation mechanism with preemptable task execution can increase the utilization of clouds. In this paper, we propose an adaptive resource allocation algorithm for the cloud system with preemptable tasks. Our algorithms adjust the resource allocation adaptively based on the updated of the actual task executions. And the experimental results show that our algorithms works significantly in the situation where resource contention is fierce. © 2010 IEEE.

关键词： Scheduling

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Period law of discrete two-dimensional arnold transformation

Period law of discrete two-dimensional arnold transformation

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International Conference on Frontier of computer science and Technology

作者： Zhang, Xiaoqiang Zhu, Guiliang Wang, Weiping Wang, Mengmeng Ma, Shilong State Key Lab of Software Development Environment Beijing University of Aeronautics and Astronautics Beijing 100191 China Department of Information Engineering North China University of Water Conservancy and Electric Power Zhengzhou 450011 China

ISBN: (纸本)9780769541396

The period of Arnold transformation is a key parameter, which affects its application effectiveness in the fields of image encryption, digital watermark, information hiding, etc. However, the previous research results on the period of discrete twodimensional Arnold transformation are very rough estimation and lack of practical application value. By analyzing the relationship between the image order and its corresponding period of Arnold transformation, a program of collecting sample data is designed in this paper. With the theory of regression analysis, we fit a regression equation, which can be viewed as an accurate estimation of the Arnold transformation period. The experimental results demonstrate that this estimation is much better than previous research results. This research achievement is important for the applications of Arnold transformation in the fields of image encryption, digital watermarking, information hiding, etc. © 2010 IEEE.

关键词： Regression analysis

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ZGW-1 digital image encryption algorithm based on three levels and multilayer scramble

ZGW-1 digital image encryption algorithm based on three leve...

引用

2010 2nd IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2010

作者： Zhu, Guiliang Wang, Weiping Zhang, Xiaoqiang Wang, Mengmeng Department of Information Engineering North China University of Water Conservancy and Electric Power Zhengzhou 450011 China State Key Lab. of Software Development Environment Beijing University of Aeronautics and Astronautics Beijing 100191 China

ISBN: (纸本)9781424468546

A new image encryption algorithm based on three levels and multilayer scramble is proposed in this *** scrambling schemes can be divided into primary, intermediate and advanced levels, with gradually increasing security. The key parameters of different levels are encrypted by Elliptic Curve Cryptography (ECC). We analyzed and verified the security, reliability and efficiency of this algorithm with an elaborate experiment. The experimental results and subsequent analysis indicate that this new algorithm possesses a large key space and high level security, and that time needed for decrypting the interactive image tends to +∞. It provides a new method to satisfy the practical secure requirements of interactive information in the fields of aerospace, military, finance and economy, national security and so on. ©2010 IEEE.

关键词： Multilayers

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Energy-aware loop parallelism maximization for multi-core DSP architectures

Energy-aware loop parallelism maximization for multi-core DS...

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2010 IEEE/ACM International Conference on Green Computing and Communications, GreenCom 2010, 2010 IEEE/ACM International Conference on Cyber, Physical and Social Computing, CPSCom 2010

作者： Qiu, Meikang Niu, Jian-Wei Yang, Laurence T. Qin, Xiao Zhang, Senlin Wang, Bin Department of Electrical and Computer Engineering University of Kentucky Lexington KY 40506 United States State Key Lab. of Software Develop. Environment Beihang University Beijing 100191 China Department of Computer Science St. Francis Xavier University Antigonish NS B2G 2W5 Canada Dept. of Computer Science and Software Engineering Auburn University Auburn AL 36849 United States Dept. of Systems Science and Engineering Zhejiang University Hangzhou 310027 China Dept. of Computer Science and Engineering Wright State University Dayton OH 45435 United States

ISBN: (纸本)9780769543314

With the advance of semiconductor, multi-core architecture is inevitable in today's embedded system design. Nested loops are usually the most critical part in multimedia and high performance DSP (Digital Signal Processing) systems. Hence, maximizing loop parallelism is an important issue to improve the performance of a modern compiler. This paper studies how to maximize the system performance with the consideration of energy reduction for applications with multidimensional nested loops on multi-core DSP architectures. An algorithm, EALPM (Energy-Aware Loop Parallelism Maximization), is proposed in this paper. We implemented a two phase strategy. First, the strategy uses retiming and loop transformation to parallelize nested loops. Then the strategy employs a novel voltage assignment algorithm to reduce total energy consumption. The experimental results show that on average, both performance and energy-saving can be significantly improved using the EALPM algorithm. © 2010 IEEE.

关键词： Digital signal processing

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