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Handling missing values via decomposition of the conditioned set

Handling missing values via decomposition of the conditioned...

引用

IEEE International Conference on Information Reuse and Integration (IRI)

作者： M.-L. Shyu I.P. Kuruppu-Appuhamilage S.-C. Chen L. Chang Department of Electrical and Computer Engineering University of Miami Coral Gables FL USA Distributed Multimedia Information System Laboratory School of Computer Science Florida International University Miami FL USA Naval Research Laboratory Center for High Assurance Computer Systems Washington D.C. DC USA

In this paper, a framework for replacing missing values in a database is proposed since a real-world database is seldom complete. Good data quality in a database can directly improve the performance of any data mining algorithm in various applications. Our proposed framework adopts the basic concepts from conditional probability theories and further develops an algorithm to facilitate the capability of handling both nominal and numerical values, which addresses the problem of the inability of handling both nominal and numerical values with a high degree of accuracy in the existing algorithms. Several experiments are conducted and the experimental results demonstrate that our framework provides a high accuracy when compared with most of the commonly used algorithms such as using the average value, using the maximum value, and using the minimum value to replace missing values.

关键词： Cleaning Data mining Multimedia databases Laboratories Distributed databases Data preprocessing Multimedia systems Information systems computer science Distributed computing

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The ISI and the CTW

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Cognition, Technology & Work 2005年第1期7卷 1-2页

作者： Hollnagel, Erik Cacciabue, Pietro C. Department of Computer and Information Science Cognitive Systems Engineering Laboratory (CSELAB) University of Linköping Linköping Sweden EC Joint Research Centre Institute for System Informatics and Safety Human Factors Sector Ispra (VA) Italy

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Research on the link traffic based edge measurement

Research on the link traffic based edge measurement

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International Conference on Communications, Circuits and systems (ICCCAS)

作者： Feng-jun Shang Key Laboratory of Opto-Electronic Technology and System of Ministry of Education College of Opto-Electronic Engineering Chongqing University Chongqing China College of Computer Science and Technology University of Posts and Telecommunications Chongqing China

In order to manage the whole network, a novel traffic model is proposed based the active probe method. The core of the model has three parts: first, we measure the routing probability matrix by injecting a probe packet train into the network based on the Internet protocol measurement protocol (IPMP) by the Poisson law. Second, we use a passive measurement method to acquire sd traffic. Last, we can compute link traffic by means of network tomography. We prove the validity of the edge measurement method. Our computing results show the competing link traffic error within about 30% by the edge measurement model.

关键词： Traffic control Telecommunication traffic Communication system traffic control computer networks Educational institutions computer network management Probes Routing protocols Tomography Time measurement

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State of Art of the Distributed Measurement systems for Industrial and Educational Purposes

State of Art of the Distributed Measurement Systems for Indu...

引用

IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing systems: Technology and Applications

作者： D. Grimaldi S. Rapuano T. Laopoulos Department of Electronics Computer and System Science University of Calabria Rende Cosenza Italy Department of Engineering University of Sannio Benevento Italy Electronics Laboratory Physics Department Aristotle University of Thessaloniki Thessaloniki Greece

The large diffusion of the distributed measurement systems (DMS) aims to providing innovative solutions to different situations which appear for both industrial and educational applications. Consequently, advanced hardware platforms and innovative software architectures are demanded. In these situations, the development of novel approaches in software and hardware tools for DMS has fundamental importance. The paper provides an overview of the hardware and software architectures which are currently used to develop DMSs, focusing on advanced topics concerning the DMS management. In particular, the workload, the synchronization and the communication delay aspects are taken into account.

关键词： Art Instruments Application software computer networks Industrial electronics Laboratories Hardware computer network reliability Industrial training Distributed computing

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Research on the link traffic based on passive measurement

Research on the link traffic based on passive measurement

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International Conference on Machine Learning and Cybernetics (ICMLC)

作者： Feng-Jun Shang Ying-Jun Pan Key Laboratory of Opto-electronic Technology and System of Ministry of Education College of Opto-electronic Engineering Chongqing University Chongqing China College of Computer Science and Technology Chongqing University of Posts and Telecommunications Chongqing China

In order to manage the whole network, a novel traffic model is proposed based on the active probe method. The core of the model has three parts: first, we measure routing probability matrix by injecting probe packet train into the network based on the Internet protocol measurement protocol (IPMP) by Poisson law. Second, we use passive measurement method to acquire sd traffic. Last, we can compute link traffic by means of network tomography. We prove the validity of edge measurement method. Our computing results show the competing link traffic error within about 30% by edge measurement model.

关键词： Traffic control Telecommunication traffic Communication system traffic control computer networks Time measurement Tomography Routing protocols Educational institutions Educational technology computer network management

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Collaborative Filtering by Mining Association Rules from User Access Sequences

Collaborative Filtering by Mining Association Rules from Use...

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International Workshop on Challenges in Web Information Retrieval and Integration (WIRI)

作者： Mei-Ling Shyu C. Haruechaiyasak Shu-Ching Chen Na Zhao Department of Electrical and Computer Engineering University of Miami Coral Gables FL USA Information Research and Development Division National Electronics and Computer Technology Center Pathum Thani Thailand Distributed Multimedia Information System Laboratory School of Computer Science Florida International University Miami FL USA

Recent research in mining user access patterns for predicting Web page requests focuses only on consecutive sequential Web page accesses, i.e., pages which are accessed by following the hyperlinks. In this paper, we propose a new method for mining user access patterns that allows the prediction of multiple non-consecutive Web pages, i.e., any pages within the Web site. Our approach consists of two major steps. First, the shortest path algorithm in graph theory is applied to find the distances between Web pages. In order to capture user access behavior on the Web, the distances are derived from user access sequences, as opposed to static structural hyperlinks. We refer to these distances as minimum reaching distance (MRD) information. The association rule mining (ARM) technique is then applied to form a set of predictive rules which are further refined and pruned by using the MRD information. The proposed approach is applied as a collaborative filtering technique to recommend Web pages within a Web site. Experimental results demonstrate that our approach improves performance over the existing Markov model approach in terms of precision and recall, and also has a better potential of reducing the user access time on the Web

关键词： Collaboration Data mining Association rules Web pages Predictive models Information filtering Information filters Web server Research and development Distributed computing

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Long retention and low voltage operation using IrO/sub 2/HfAlO/HfSiO/HfalO gate stack for memory application

Long retention and low voltage operation using IrO/sub 2/HfA...

引用

International Electron Devices Meeting (IEDM)

作者： Y.Q. Wang P.K. Singh W.J. Yoo Y.C. Yeo G. Samudra A. Chin W.S. Hwang J.H. Chen S.J. Wang D.-L. Kwong Silicon Nano Device Laboratory Department of Electrical and Computer Engineering National University of Singapore Singapore Nano-Science Technology Center Department of Electro.Engineering National Chiao Tung University University System of Taiwan Hsinchu Taiwan Institute of Microelectronics Singapore University of Texas Austin USA

We demonstrate electrical properties of an advanced memory structure with high-k dielectric stack of HfAlO/HfSiO/HfXIO and p-type metal gate IrO 2 . Combining advantages of high-k HfAlO, good trapping capability of HfSiO, and high work function of the IrO 2 gate, we were able to attain much better retention with 10-year DeltaV th decay ratio within 18%, higher erasing speed with DeltaV th of 3V within 0.5ms at Vg equiv -12V, and lower operation voltage as well as lower reading voltage, compared to other contending device structures

关键词： Low voltage High-K gate dielectrics High K dielectric materials Annealing Hafnium oxide Tunneling Plasma properties Argon Sputtering Application software

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The self-organization of dynamic manufacturing network

The self-organization of dynamic manufacturing network

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ICMA 2004 - International Conference on Manufacturing Automation: Advanced Design and Manufacturing in Global Competition

作者： Li, G. Sun, L.-Y. Li, H.-Q. School of Management State Key Laboratory of Mechanical Manufacturing System Engineering Xi'an Jiaotong University China School of Computer Science Xi'an Shiyou University China

ISBN: (纸本)1860584683

A variety modeling approaches assume a relatively static manufacturing network structure and focus on optimizing the flow in the DMN (dynamic manufacturing network). These techniques are unable to model structural and behavioral dynamics of a DMN and little is known about how different manufacturing networks evolve and adapt. In this paper, it proposed a new paradigm for modeling and analysis of the DMN based on the self-organization paradigm. The diverse time-varying structures of a DMN emerge with the interaction of the enterprises with various goal directed behavior to fulfill the stochastic global demand. The DMN co-evolves over time and the environment. There is a co-symbiosis relationship among the various enterprises of the DMN. A simulation model based on multiagent approach indicates the emergence, co-evolution and co-symbiosis of the DMN. © Professional engineering Publishing 2004.

关键词： Factory automation

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Development of compound eye camera system for searching in rubble

Development of compound eye camera system for searching in r...

引用

2004 IEEE/RSJ International Conference on Intelligent Robots and systems (IROS)

作者： Makita, Shinobu Kishima, Takumi Minobe, Masaki Tadokoro, Satoshi Kobe Laboratory Intl. Rescue System Institute Kobe Japan Department of Computer Engineering Grad. Sch. of Science and Technology Kobe University Kobe Japan

ISBN: (纸本)0780384636

The final goal of this research is to develop a mobile system to collect 3-D information and panoramic image in rubble to search human bodies and situation in the rubble. This system has abilities to collect and deliver infomation and cooperate with other robots etc. As a part of this project, multiple CMOS cameras are integrated in a sensor head, and software for generating panorama image and distance information is developed.

关键词： Cameras

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CoDIMS-G: A data and program integration service for the grid

CoDIMS-G: A data and program integration service for the gri...

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2nd Workshop on Middleware for Grid Computing, MGC '04

作者： Fontes, V. Schulze, B. Dutra, M. Porto, F. Barbosa, A. National Laboratory for Scientific Computing Computer Science Dep. Brazil Military Institute of Engineering System Engineering Dep. Brazil Swiss Federal Institute of Technology Lausanne Database Lab. Switzerland Federal University of Espírito Santo Computer Science Dep. Brazil

ISBN: (纸本)1581139500

Grid services provide an important abstract layer on top of heterogeneous components (hardware and software) that take part into a Grid environment. In this scenario, applications, like scientific visualization, require access to data of non-conventional data types, like fluid path geometry, and the evaluation of special user programs on these data. In order to support such applications we are developing CoDIMS-G, which is a data and program integration service for the Grid. CoDIMS-G provides users transparent access to data and programs distributed on the Grid, as well as dynamic resource allocation and management. We conceived a new node scheduling algorithm and designed an adaptive distributed query engine for the grid environment. Copyright 2004 ACM.

关键词： Data visualization

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