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Learning structure of human behavior patterns in a smart home system

Learning structure of human behavior patterns in a smart hom...

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作者： Bien, Zeungnam Lee, Sang Wan School of Electrical and Computer Engineering Ulsan National Institute of Science Technology Ulsan 689-805 Korea Republic of Neuro System Research Group Department of Bio and Brain Engineering Korea Advanced Institute of Science and Technology Daejeon 305-701 Korea Republic of

ISBN: (纸本)9783642156595

A growing proportion of the aged in population provokes shortage of caregivers and restructuring of living spaces. One of the most promising solutions is to provide with a smart home environment that ensures independence of users. In this paper, we first call attention to the fact that a learning capability of human behavior patterns can play a central role in adequate functioning of such systems. Specifically, we give an overview of important related studies to illustrate how a variety of learning functions can be successfully incorporated into the smart home environment. We then present our approaches towards the issues of life-long learning and non-supervised learning, which are considered essential aspects of a smart home system. The two learning schemes are shown to be satisfactory in facilitating independent living over different time scales and with less human intervention. Finally, we mention about a prospective model of a future smart home. © 2010 Springer-Verlag Berlin Heidelberg.

关键词： Supervised learning

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CantorSim: Simplifying acceleration of micro-architecture simulations

CantorSim: Simplifying acceleration of micro-architecture si...

引用

International Symposium on Modeling, Analysis and Simulation of computer and Telecommunication systems

作者： Yu, Zhibin Jin, Hai Chen, Jian John, Lizy K. Service Computing Technology and System Lab Huazhong University of Science and Technology Wuhan 430074 China Department of Electrical and Computer Engineering University of Texas at Austin Austin TX 78712 United States

ISBN: (纸本)9780769541976

Many techniques have been developed to accelerate micro-architecture simulation since it is becoming increasingly urgent as the complexity of workloads and simulated processors increases. However, most of popular techniques need profiles or trial simulations to determine parameters before real simulations. When the number of dynamic instructions of workloads such as SPEC CPU2006 is huge, the profiles or trial simulations often take a long time. What's worse, any changes of benchmarks need to repeat the above work. This paper proposes a novel approach based on fractals to solve this problem. It employs the generation procedure of trisection Cantor Set, a classic fractal, to select instructions simulated in detail. We implement a simulator named CantorSim using the trisection Cantor fractal approach. The simulator is evaluated with benchmark programs from SPEC CPU2000 and SPEC CPU2006. We show that our approach is micro-architecture independent as the same parameter value for a single program yields similar results on processors with different configurations. The unified analytical model used to determine sampling parameters for different benchmarks indicates the proposed approach can save a lot of time for preparing parameters. On the other hand, for SPEC CPU2000 and SPEC CPU2006, CantorSim is slightly faster than SMARTSim. The validated average CPI relative errors of the SPEC CPU2000 and SPEC CPU2006 are 3.2% and 2.2% respectively. Therefore, our proposed approach can simplify acceleration of simulations significantly without sacrificing speed and accuracy. © 2010 IEEE.

关键词： computer architecture

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Method for universal combat platform simulator based on domain component model

Method for universal combat platform simulator based on doma...

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2nd International Conference on Information science and engineering, ICISE2010

作者： Liu, Shufen Xu, Weifeng Zhao, Jin Hong Peng, Jun Zhang, Xiaodi Department of Computer Science and Technology Jilin University Changchun China System Engineering Research Institute China State Shipbuilding Corporation Beijing China Linjiang City People'Procuratorate Baishan China

ISBN: (纸本)9781424480968

A method for universal combat platform simulator development based on domain model and component technology is proposed. On the high abstraction level, domain model can be used to obtain demand model in the special domains, based on which different business objects should be mapped to different components. Basic Framework describes the combat platform commonness and provides its variety extensions in which corresponding components can be integrated into the simulator. In this way, all kinds of combat platform simulators can be developed. This method is capable to capture domain commonness and control variability successfully. For this reason, the reusability and interoperability of a military simulation software are both greatly improved. © 2010 IEEE.

关键词： Interoperability

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A novel DoubleMinOver classifier based on second-order tensor

A novel DoubleMinOver classifier based on second-order tenso...

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2010 6th International Conference on Natural Computation, ICNC'10

作者： Wang, Zhe Han, Rui Pan, Zhisong Ni, Xuelei Department of Computer Science and Engineering East China University of Science and Technology Shanghai 200237 China Department of Information and Communication Engineering Huaian College of Information Technology Jiangsu 223003 China Institute of Command Automation PLA University of Science and Technology Nanjing 210007 China Department of Information System Shanghai Automotive Industry Corporation Shanghai 200041 China

ISBN: (纸本)9781424459612

It is well-known that the DoubleMinOver classifier as an extendibility of MinOver was developed to provide a maximum margin solution with a bias. But, it can be found that the DoubleMinOver algorithm only classifies the vector pattern and fails to work in the pattern represented with the second-order tensor. In this paper, we propose a novel DoubleMinOver classifier named STDoubleMinOver that can directly classify the second-order tensor pattern. Compared with the existing DoubleMinOver with only one weight w, the proposed STDoubleMinOver induces two weight vectors u and v so as to deal with the second-order tensor. The experiments here have demonstrated that the proposed STDoubleMinOver has a superior classification to the vectorized DoubleMinOver. © 2010 IEEE.

关键词： Tensors

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A Rule Based Model for Efficient Representation and Accurate Recognition of Human Faces

A Rule Based Model for Efficient Representation and Accurate...

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International Conference on Advances in computer engineering (ACE)

作者： B.H. Shekar G. Thippeswamy P. Shivakumara Department of Computer Science Mangalore University Mangalore India Department of Computer Science& Engineering Sir M Visvesvaraya Institute of Technology Bangalore India School of Computing National University of Singapore Singapore

ISBN: (纸本)9781424471546;9780769540580

In this paper, we investigate whether the rule based system derived from edges are effective and efficient for face representation and recognition when the number of classes is fixed and known. The characteristics of edges namely straightness and crookedness are used to derive rules. During training, a representative feature value is calculated for each class based on the average percentage of edges that satisfy the rule. In recognition, the representative feature value of an unknown face image is compared against the class representative feature value to assign a label to it. The proposed system does not require extensive feature extraction and classification techniques. Our experimental analysis on the standard CALTECH face databases shows that the edge based system is suitable for real time environment.

关键词： Face recognition Humans Image edge detection Principal component analysis Linear discriminant analysis Optical computing Image recognition computer science Spatial databases Feature extraction

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Leakage proof and noise tolerant domino circuit based on SEFG

Leakage proof and noise tolerant domino circuit based on SEF...

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2010 10th IEEE International Conference on Solid-State and Integrated Circuit Technology

作者： Wang, Jinhui Gong, Na Hou, Ligang Peng, Xiaohong Wu, Wuchen VLSI and System Lab. Beijing University of Technology Beijing 100124 China Department of Computer Science and Engineering State University of New York at Buffalo Buffalo NY 14260 United States

ISBN: (纸本)9781424457984

Utilizing the sleep switch transistor technique and dual threshold voltage technique, a source following evaluation gate (SEFG) based domino circuit is presented in this paper for simultaneously suppressing the leakage current and enhancing noise immunity. Simulation results show that the leakage current of the proposed design can be reduced by 43%, 62%, and 67% while improving 19.7%, 3.4 %, and 12.5% noise margin as compared to standard low threshold voltage circuit, standard dual threshold voltage circuit, and SEFG structure, respectively. Also, the inputs and clock signals combination static state dependent leakage current characteristic is analyzed and the minimum leakage states of different domino AND gates are obtained. ©2010 IEEE.

关键词： Threshold voltage

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Teaching software engineering from a collaborative perspective: Some Latin-American experiences

Teaching software engineering from a collaborative perspecti...

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21st International Workshop on Database and Expert systems Applications, DEXA 2010

作者： Giraldo, Fáber D. Collazos, César A. Ochoa, Sergio F. Zapata, Sergio De Clunie, Gisela Torres System and Computer Engineering Department University of Quindío Armenia IDIS Research Group University of Cauca Popayan Colombia Computer Science Department University of Chile Santiago Chile Informatics Institute National University of San Juan San Juan Argentina Software Engineering Department Technological University of Panama Panama City Panama

ISBN: (纸本)9780769541747

Teaching software engineering has been recognized as an important challenge for computer science undergraduate programs. Instruction in such area requires not only to deliver theoretical knowledge, but also to perform practical experiences that allow students to assimilate and apply such knowledge. This paper presents some results of two computer-Supported Collaborative Learning (CSCL) experiences that involved students of software engineering courses from four Latin American Universities. The obtained results were satisfactory and indicate the reported collaborative activity could be appropriate to address teaching software engineering. © 2010 IEEE.

关键词： E-learning

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Virtual production control system

Virtual production control system

引用

2010 IEEE International Conference on Automation science and engineering, CASE 2010

作者： Yang, Haw-Ching Chen, Ying-Liang Hung, Min-Hsiung Cheng, Fan-Tien Institute of System Information and Control National Kaohsiung First University of Science and Technology Kaohsiung Taiwan Institute of Manufacturing Engineering National Cheng Kung University Tainan Taiwan Department of Computer Science Chinese Culture University Taipei Taiwan

ISBN: (纸本)9781424454471

This work develops a novel virtual production control system (VPCS), which is allocated on a manufacturer side to adjust production pace of a supplier using a short-term demand plan for reducing inventory level. In addition to remotely monitoring production progress of a supplier, the proposed VPCS allows manufacturers to pre-schedule the latest outputs using an integer programming model, to simulate the short-term plan by a stochastic colored timed Petri Nets, and to adjust the production pace of the supplier via the plan. An industrial case study shows that the supplier inventory was reduced by 13.8% over that of the real inventory level with an order-fill rate exceeding 99.6% using the proposed VPCS. © 2010 IEEE.

关键词： Stochastic models

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High frequency mechanical vibrations stimulate the bone matrix formation in hBMSCs (human Bone Marrow Stromal Cells)

High frequency mechanical vibrations stimulate the bone matr...

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12th Mediterranean Conference on Medical and Biological engineering and Computing, MEDICON 2010

作者： Prè, D. Ceccarelli, G. De Angelis, M. G. Cusella Magenes, G. Department of Computer and System Science University of Pavia Via Ferrata 1 27100 Pavia Italy Department of Experimental Medicine University of Pavia Pavia Italy Tissue Engineering Centre C.I.T. Pavia Italy

ISBN: (纸本)9783642130380

The aim of this work is to test the effects of a specific mechanical stimulation (Low Amplitude, high Frequency Vibrations) on the bone matrix formation of hBMSCs. Previous studies demonstrated that chemical culture conditions could influence the differentiation of hBMSCs toward bone: by plating the cells in appropriate osteogenic culture medium hBMSCs differentiate into osteoblasts [1-3]. In our experiment the cells were treated for 21 and 40 days by vibrating the wells for 45 minutes a day at a working frequency of 30 Hz. In order to separate the effects of the induction toward bone caused by the osteogenic culture medium and the effects of the high frequency vibrations, we divided the cells in four samples: in normal medium with or without mechanical treatment and in osteogenic medium with or without mechanical treatment. Afterwards, in order to measure the level of calcium deposition and consequently, the formation of bone matrix, the Alizarin Red assay was performed. The results express a strong increase in the deposition calcium for the extracellular matrix for the vibrated samples with respect to the non-mechanically treated ones for the 40 days treatment. © 2010 International Federation for Medical and Biological engineering.

关键词： Bone

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Collection of user judgments on spoken dialog system with crowdsourcing

Collection of user judgments on spoken dialog system with cr...

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2010 IEEE Workshop on Spoken Language Technology, SLT 2010

作者： Yang, Zhaojun Li, Baichuan Zhu, Yi King, Irwin Levow, Gina Meng, Helen Department of System Engineering and Engineering Management Chinese University of Hong Kong Shatin.N.T Hong Kong Department of Computer Science and Engineering Chinese University of Hong Kong Shatin.N.T Hong Kong Department of Linguistics University of Washington Seattle WA 98195 United States

ISBN: (纸本)9781424479030

This paper presents an initial attempt at the use of crowdsourcing for collection of user judgments on spoken dialog systems (SDSs). This is implemented on Amazon Mechanical Turk (MTurk), where a Requester can design a human intelligence task (HIT) to be performed by a large number of Workers efficiently and cost-effectively. We describe a design methodology for two types of HITs - the first targets at fast rating of a large number of dialogs regarding some dimensions of the SDS's performance and the second aims to assess the reliability of Workers on MTurk through the variability in ratings across different Workers. A set of approval rules are also designed to control the quality of ratings from MTurk. At the end of the collection work, user judgments for about 8,000 dialogs rated by around 700Workers are collected in 45 days. We observe reasonable consistency between the manual MTurk ratings and an automatic categorization of dialogs in terms of task completion, which partially verifies the reliability of the approved ratings from MTurk. From the second type of HITs, we also observe moderate inter-rater agreement for ratings in task completion which provides support for the utilization of MTurk as a judgments collection platform. Further research on the exploration of SDS evaluation models could be developed based on the collected corpus. ©2010 IEEE.

关键词： Crowdsourcing

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