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Fuzzy-Bayesian network approach to genre-based recommender systems

Fuzzy-Bayesian network approach to genre-based recommender s...

引用

IEEE International Conference on Fuzzy systems (FUZZ-IEEE)

作者： Soheila Ashkezari-T Mohammad-R. Akbarzadeh-T Department of Computer Engineering Cognitive Computing Laboratory Center of Applied Research on Soft computing and Intelligent systems Ferdowsi University of Mashhad Mashhad Iran Departments of Electrical Engineering and Computer Engineering Cognitive Computing Laboratory Center of Applied Research on Soft computing and Intelligent systems Ferdowsi University of Mashhad Iran

The World Wide Web has created a new media for mass marketing that can also be highly customized to online customers' needs and expectations. Recommender systems (RS) play an important role in this area. Here, we aim to establish a genre-based collaborative RS to automatically suggest and rank a list of appropriate items (movies) to a user based on the user profile and the past voting patterns of other users with similar tastes. The contribution of this paper is using genre based information in a hybrid fuzzy-Bayesian network collaborative RS. The interest to the different genres is computed based on a hybrid user model. The similarity of like-minded users according to the fuzzy distance and also Pearson correlation coefficient is involved in a Bayesian network.

关键词： Motion pictures Mathematical model Collaboration Recommender systems Equations Computational modeling

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An iterative approach to the robust H∞ synthesis problem with a sequence of infeasible controllers

An iterative approach to the robust H∞ synthesis problem wi...

引用

IEEE International Symposium on computer Aided Control System design (CACSD)

作者： Yasushi Kami Eitaku Nobuyama Department of Electrical and Computer Engineering Akashi National College of Technology Hyogo Japan Department of Systems Design and Informatics Kyushu Institute of Technology Fukuoka Japan

This paper aims to design a robust H ∞ control system against time invariant polytopic uncertainties. In general, such robust control problems are described by parameter dependent bilinear matrix inequality (PDBMI) problems which are not tractable numerically and there are few efficient methods for solving them. In this paper, we propose an iterative approach to the robust H ∞ controller synthesis problems, which constructs a sequence of infeasible controllers. The feature of our approach is to be able to use any controller variables which may not be a robust stabilizing controller as an initial point. The efficiency of our approach is shown by a numerical example.

关键词： Robustness Iterative methods Lyapunov method Linear matrix inequalities Symmetric matrices Eigenvalues and eigenfunctions Control systems

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An exterior-point approach to the robust regional pole placement control problem with fixed-order output feedback

An exterior-point approach to the robust regional pole place...

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International Conference on Modelling, Identification and Control (ICMIC)

This paper is concerned with the robust regional pole placement control problem against time invariant polytopic uncertainties. In this paper we propose an iterative approach to design a fixed-order output feedback controller achieving the robust regional pole placement. The features of our approach are to be able to use any controller variables as an initial point and to construct a controller sequence approaching a feasible region from the outside. Numerical examples are given to show the efficiency of our approach.

关键词： Robustness

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Multi-user diversity for secrecy in wireless networks

Multi-user diversity for secrecy in wireless networks

引用

Information Theory and Applications Workshop, ITA

作者： Sudarshan Vasudevan Stephan Adams Dennis Goeckel Zhiguo Ding Donald Towsley Kin Leung Computer Science Department University of Massachusetts Amherst MA USA Electrical and Computer Engineering Department University of Massachusetts Amherst MA USA Department of Communication Systems Lancaster University Lancaster UK Electrical and Electronic Engineering and Computing Departments Imperial College London London UK

The ability to transmit a message securely in the presence of eavesdroppers in a dense wireless network is considered. As with a number of recent schemes, system nodes other than the transmitter and receiver are chosen to generate noise that confuses the eavesdropper. By exploiting the dynamics of the fading, significantly improved performance is achieved beyond that generated from the standard multi-user diversity gain expected from opportunistic relaying. In particular, the node with the best fading characteristics takes responsibility for message relaying, while those whose fading will significantly reduce their impact on the desired communication play the role of noise generators. For a source transmitting to a destination using a set of intermediate relays, we consider the number of eavesdroppers that can be present without the interception of packets, in both the case where the eavesdroppers operate independently and in the case where they collude. The latter case also encompasses the more likely scenario of a single eavesdropper with a sophisticated receiver.

关键词： Wireless networks Relays Transmitters Fading Noise generators Interference cancellation Protocols Noise cancellation Jamming Diversity methods

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An accurate RTL power estimation considering power library unevenness

An accurate RTL power estimation considering power library u...

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IEEE International Symposium on Circuits and systems (ISCAS)

作者： Hirofomi Kawauchi Masanori Tsuzuki Ittetsu Taniguchi Masahiro Fukui Electrical Electronics and Computer Systems Course Graduate school of Science and Engineering Ritsumeikan University Kusatsu Shiga Japan Department of VLSI systems Design Ritsumeikan University Kusatsu Shiga Japan

Register transfer level power macro-modeling is a promising technique for accurate and efficient power estimation. This paper proposes an effective approach based on the table-based method of the RTL power macro-modeling. We propose the accurate table reference method which considers power library unevenness. The proposed method is applicable for various table-based estimation and outputs more proximal power value. The experimental results show the proposed methods reduces max error 46.48% in maximum for 8 benchmark circuits, comparing to conventional method. RMS (Root Mean Square) error is also improved 1.77% in maximum.

关键词： Libraries Table lookup Energy consumption Equations Data mining Parameter estimation Silicon compounds Tin Power engineering computing Educational institutions

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Spiking Neural Network E-Nose classifier chip

Spiking Neural Network E-Nose classifier chip

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IEEE National Conference on Aerospace and Electronics (NAECON)

作者： Hoda S. Abdel-Aty-Zohdy Jacob N. Allen Robert L. Ewing Microelectronics & Bio-Inspired Systems Design Department of Electrical and Computer Engineering Oakland University Rochester MI USA Center of Innovative Radar Consortium OH USA

Hardware E-Nose system classification is a challenging task. This paper presents our system architecture for chemical classifiers, with our recently developed Sampling Spiking Neural Network (SSNN) approach. The SSNN architecture is implemented on a 0.5 um CMOS technology tiny-chip designed to work in conjunction with a 256K external SRAM memory. It handles the routing of spike signals among 32,000 synapses and 255 neurons. At the same time, it tracks and records learning statistics. The chip can be used in parallel with other SSNN co-processors for very large systems. Experimental measurements using the Cyranose 320 sensor array and the SSNN-1 classifier are presented and results compare favorably to other E-Nose classification systems. The SSNN-1 is unique in its minimal yet powerful design with on-chip learning and parallel monitoring to detect binary odor patterns with high noise environment.

关键词： Artificial neural networks Neurons Chemicals Olfactory Biological system modeling Mathematical model

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Thermal aware test scheduling for stacked multi-chip-modules

Thermal aware test scheduling for stacked multi-chip-modules

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East-West design & Test Symposium (EWDTS)

作者： N.S. Vinay Indira Rawaty Erik Larssonz M.S. Gaurx Virendra Singh Cisco Systems Inc. Bangalore India Electrical Engineering Department Engineering College Ajmer India Department of Computer Science Linkoping University Linkoping Sweden Computer Engineering Department Malaviya National Institute of Technology Jaipur India Computer Design and Test Laboratory Indian Institute of Science Bangalore India

In an attempt to increase the area utilization of multi-chip packages, manufacturers have started looking at 3D packaging. The 3D structures have either dies or chips stacked one above the other. These 3D structures have low thermal capabilities, and hence the thermal issues get aggravated during testing. In this paper, thermal aware test scheduling techniques for stacked structures is proposed. Care is taken to schedule the stacked partitions appropriately to prevent local heating and achieve uniform vertical temperature spread. Concurrent testing of dies is considered for reduced test time and existing test architecture is employed. The widely used global peak power model gives a pessimistic estimate of the power profile. A new partition scheme is proposed for the power profile based on power variations and true power. This scheme of power profile partitioning which is a trade-off between a cycle accurate model and global peak model offers both flexibility during scheduling and also reduces total false power. The power profile partitions are scheduled through algorithms based on heuristics. System model of the 3D stack is obtained from the linear RC-models after considering the various factors that affect the heat flow and die temperatures. Simulation results show that the proposed technique achieves uniform temperature spread across the 3D structure.

关键词： Schedules Resistance Heating Cost function Testing Partitioning algorithms Three dimensional displays

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Identification of sensitive gait parameters responsive to treatment in MS patients

Identification of sensitive gait parameters responsive to tr...

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IEEE/ICME International Conference on Complex Medical engineering, CME

作者： Jiping He JiQing Zhang Gang Qian Dean Wingerchuk Center for Neural Interface Design School of Biological and Health Systems Engineering USA School of Electrical Computer and Energy Engineering Arizona State University Tempe AZ USA Neurology Mayo Clinic Scottsdale AZ USA

Technology development has produced motion and position sensors small in size and capable of wireless communication, yet a suitable system for easy and reliable monitoring and interpretation of movement parameters responsive to the treatment for MS patients remains elusive. We designed a study with the following specific aims: 1) to identify core quantitative kinetic and kinematic gait variables that are responsive to temporary changes induced by the treatment; 2) to determine the association of clinical and gait laboratory measures with quantitative measures of motor function in the patient's home environment and quality of life measures. We present in this paper a preliminary investigation of identifying a few selected parameters that may capture the key parameters most responsive to the treatment. Our goal for this study is to develop a suitable monitoring device to track changes in gait performance on selected parameters to provide clinicians with objective and sensitive measures that can be easily obtained in clinic or at home. These objective assessments will assist the clinicians in making more effective treatment decisions and facilitate new treatment development.

关键词： Facsimile Particle measurements Atmospheric measurements Biology

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Extending DNS to support geocasting towards VANETs: A proposal

Extending DNS to support geocasting towards VANETs: A propos...

引用

IEEE Vehicular Networking Conference (VNC)

作者： Tiago Fioreze Geert Heijenk Centre of Telematics and Information Technology (CTIT) Faculty of Electrical Engineering Mathematics and Computer Science (EEMCS) Department of Design and Analysis of Communication Systems (DACS) University of Twente Enschede Netherlands

The delivery of IP packets to a set of elements lying within a designated geographical area, also known as geocasting, is an important aspect in vehicular networks. Geocast messages can be used, for instance, to warn drivers about road conditions (e.g., weather hazards) and therefore prevent accidents. In order for geocasting to work on the Internet, IP addresses must be associated with geographical coordinates, either temporary (vehicles in transit on a road) or permanently (roadside units along the road). However, finding IP nodes within specified geographical areas is still an open issue, even though several proposals have been made. The objective of this paper is to introduce a novel proposal to extend DNS capabilities in order to support geocast.

关键词： Proposals Vehicles IP networks Internet Routing Roads Servers

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Evaluation of the impact of Miss Table and victim caches in parallel embedded systems

Evaluation of the impact of Miss Table and victim caches in ...

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International Conference on Microelectronics, ICM

作者： Abu Asaduzzaman Imad Mahgoub Fadi N. Sibai Department of Electrical Eng and Computer Science Wichita State University Wichita Kansas USA Department of Computer & Electrical Engineering and Computer Science Florida Atlantic University Boca Raton FL USA Computer Systems Design Faculty of IT United Arab Emirates University Al-Ain UAE

Parallel and distributed solutions are gaining increasing importance in designing embedded systems. Future parallel embedded systems are expected to have several hundred processing cores, improving the performance/power ratio. Multilevel caches in a multicore architecture require huge amount of power and may decrease processing speed due to cache's dynamic behavior. In this work, we investigate the impact of a Miss Table and victim caches at the cache level on performance and power consumption. The Miss Table holds information about the memory blocks those might cause more level-1 cache misses. Victim caches hold level-1 victim blocks. Cache locking algorithm and cache replacement scheme can directly be benefited by using the information stored in Miss Table and victim caches. We simulate a quad-core system with a two-level cache memory subsystem under MPEG4, H.264/AVC, FFT, and MI workloads. Experimental results show that the addition of the Miss Table and victim caches reduces the mean delay per task and the total power consumption by 32% and 41%, respectively.

关键词： Multicore processing Delay Power demand Embedded systems MPEG 4 Standard Automatic voltage control

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