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Multiple instance learning using simple classifiers

Multiple instance learning using simple classifiers

引用

International Conference on Machine Learning and Applications (ICMLA)

作者： A. Cannon D. Hush Department of Computer Science Columbia University USA Modeling Algorithms and Informatics Group CCS-3 Los Alamos National Laboratory USA

In this paper we study Multiple Instance Learning, a variant of the standard classification problem. We demonstrate the utility of an empirical risk minimization approach allowing for a straightforward classification treatment of the problem. In addition we consider simple data dependent hypothesis classes that allow efficient minimization of the empirical loss function and the development of bounds on the estimation error. Our empirical results are competitive with those of the most successful previously published methods.

关键词： Risk management Drugs Machine learning computer science Informatics Laboratories Estimation error Support vector machines Support vector machine classification Text categorization

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Interactive, immersive visualization for indoor environments: use of augmented reality, human-computer interaction and building simulation

Interactive, immersive visualization for indoor environments...

引用

International Conference on Information Visualisation (IV)

作者： A. Malkawi R. Srinivasan B. Jackson Yun Yi Kin Chan S. Angelov Building Simulation Group Department of Architecture School of Design University of Pennsylvania Philadelphia PA USA Department of Computer and Information Science School of Engineering and Applied Science University of Pennsylvania Philadelphia PA USA

We present an interactive gesture recognition-based, immersive augmented reality system visualizing computational fluid dynamics (CFD) datasets of indoor environments. CFD simulation is used to predict the indoor environments and assess their response to specific internal and external conditions. To enable efficient visualization of CFD datasets in actual-space, an augmented reality system was integrated with a CFD simulation engine. To facilitate efficient data manipulation of the simulated post-processed CFD data and to increase the user-control of the immersive environment, a new intuitive method of human-computer interaction (HCI) has been incorporated. A gesture recognition system was integrated with the augmented reality-CFD structure to transform hand-postural data into a general description of hand-shape, through forward kinematics and computation of hand segment positions and their joint angles. This enabled real-time interactions between users and simulated CFD results in actual-space.

关键词： Indoor environments Augmented reality Data visualization Computational fluid dynamics Buildings Computational modeling Human computer interaction computer simulation Virtual reality Pipelines

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Exploring agent-supported simulation brokering on the semantic Web: foundations for a dynamic composability approach

Exploring agent-supported simulation brokering on the semant...

引用

simulation Winter Conference

作者： L. Yilmaz T.I. Oren Auburn Modeling & Simulation Laboratory Department of Computer Science and Engineering Aubum University Auburn AL USA Ottawa Center of the MISS School of Information Technology and Engineering SITE University of Ottawa Ottawa ONT Canada

Federated simulations address the need for interoperability, as well as the improvement of reuse and composability. The focal goal in a federated simulation is to facilitate composable simulations by standardizing interfaces to assure technical interoperability among disparate simulations. Yet, existing federated simulation infrastructures neither facilitate substantive interoperability nor are dynamically extensible. Emergent Web services technologies hold out the potential to significantly improve the development of interoperable, extensible, and dynamically composable federations. As such, recent initiatives (i.e., XMSF) are urging the use of open standards that can be applied within an extensible framework for next generation modeling and simulation applications. We discuss how the realization of multimodel and multisimulation formalisms in terms of semantic Web and agent technologies may bring new vistas to demonstrate runtime model discovery, instantiation, composition, and interoperation.

关键词： Semantic Web Runtime Ontologies Computational modeling computer simulation Microstrip Service oriented architecture Laboratories computer science Information technology

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Behavioral anticipation in agent simulation

Behavioral anticipation in agent simulation

引用

simulation Winter Conference

作者： T.I. Oren L. Yilmaz Ottawa Center of the MISS School of Information Technology and Engineering (SITE) University of Ottawa Ottawa ONT Canada Auburn Modeling & Simulation Laboratory Department of Computer Science and Engineering Aubum University Auburn AL USA

In this article, the following is done: (1) a systematic and comprehensive classification of input is given and the relevance of perception as an important type of input in intelligent systems is pointed out, (2) a categorization of perception is given and anticipation is presented as a type of perception, (3) the inclusion of anticipation in simulation studies is clarified and other aspects of perceptions in simulation studies especially in conflict situations are elaborated.

关键词： Character generation Predictive models Message passing Sensor fusion Computational modeling computer simulation Organisms Decoding Digital filters Passive filters

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Multi-formalism modeling approach for semiconductor supply/demand networks 04

Multi-formalism modeling approach for semiconductor supply/d...

引用

simulation Winter Conference

作者： G.W. Godding H.S. Sarjoughian K.G. Kempf Component Automation Systems Intel Corporation Chandler AZ USA Arizona Center for Integrative Modeling & Simulation Computer Science & Engineering Department Arizona State University Tempe AZ USA Decision Technologies Intel Corporation Chandler AZ USA

ISBN: (纸本)9780780387867

Building computational models of real world systems usually requires the interaction of decision modules and simulation modules. Given different models and algorithms, the major hurdles in building a principled and robust system are model composibility and algorithm interoperability. We describe an approach to the composibility problem including initial results. This exposition is given in the context of linear programming as the decision technique and discrete event simulation as the simulation technique, both applied to the design and operation of semiconductor supply/demand networks.

关键词： Computational modeling Decision making Semiconductor materials Robustness Discrete event simulation Context modeling Engines Production facilities Buildings Linear programming

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Panel on future challenges in modeling methodology 04

Panel on future challenges in modeling methodology

引用

simulation Winter Conference

作者： S.J.E. Taylor P. Lendermann R.J. Paul S.W. Reichenthal S. Strassburger S.J. Turner Centre for Applied Simulation Modeling Department of Information Systems and Computing Brunei University Uxbridge Middlesex UK Production and Logistics Planning Group Singapore Institute of Manufacturing Technology Singapore Boeing Anaheim CA USA Department Virtual Development Fraunhofer Institute of Factory Operation and Automation Magdeburg Germany Parallel & Distributed Computin Centre School of Computer Engineering Nanyang Technological University Singapore

ISBN: (纸本)9780780387867

This panel paper presents the views of six researchers and practitioners of simulation modeling. Collectively we attempt to address a range of key future challenges to modeling methodology. It is hoped that the views of this paper, and the presentations made by the panelists at the 2004 Winter simulation Conference will raise awareness and stimulate further discussion on the future of modeling methodology in areas such as modeling problems in business applications, human factors and geographically dispersed networks; rapid model development and maintenance; legacy modeling approaches; markup languages; virtual interactive process design and simulation; standards; and Grid computing.

关键词： Computational modeling Virtual manufacturing Logistics Human factors computer aided manufacturing Markup languages Process design Standards development Grid computing Discrete event simulation

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Panel on future challenges in modeling methodology

Panel on future challenges in modeling methodology

引用

Proceedings of the 2004 Winter simulation Conference

作者： Taylor, Simon J. E. Paul, Ray J. Straßburger, Steffen Lendermann, Peter Reichenthal, Steven W. Turner, Stephen J. Ctr. for Applied Simulation Modeling Dept. of Info. Systems and Computing Brunel University Uxbridge Middx UB8 3PH United Kingdom Fraunhofer Inst. Fact. Oper. A. Department Virtual Development Sandtorstraße 22 39106 Magdeburg Germany Prod. and Logistics Planning Group Singapore Inst. of Mfg. Technology 71 Nanyang Drive Singapore 638075 Singapore Boeing 3370 Miraloma Ave. Anaheim CA 92803 United States Parallel and Distributed Comp. Ctr. School of Computer Engineering Nanyang Technological University Singapore 639798 Singapore

This panel paper presents the views of six researchers and practitioners of simulation modeling, Collectively we attempt to address a range of key future challenges to modeling methodology. It is hoped that the views of this paper, and the presentations made by the panelists at the 2004 Winter simulation Conference will raise awareness and stimulate further discussion on the future of modeling methodology in areas such as modeling problems in business applications, human factors and geographically dispersed networks;rapid model development and maintenance;legacy modeling approaches;markup languages;virtual interactive process design and simulation;standards;and Grid computing.

关键词： Information analysis

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A unified view of time and causality and its application to distributed simulation

A unified view of time and causality and its application to ...

引用

2003 Summer computer simulation Conference, SCSC 2003

作者： Nutaro, James J. Sarjoughian, Hessam S. Arizona Center for Integrative Modeling and Simulation Electrical and Computer Engineering Department University of Arizona TucsonAZ85721-0104 United States Arizona Center for Integrative Modeling and Simulation Computer Science and Engineering Department Arizona State University TempeAZ85287-5406 United States

ISBN: (纸本)1565552687

This paper presents a framework for distributed simulation that is based on system-theoretic and logical-process concepts. The framework describes a three-part world-view for developing simulation models. These are modeling formalisms, abstract simulators, and computational environments. A unified view of time and causality allows for the application of system-theoretic notions of causality within a distributed simulation environment. Within this framework, we introduce a unified notion of causality. Further we describe an approach for developing distributed simulation models which evolve from modeling constructs to simulation algorithms and their implementations. The framework is exemplified using the Discrete EVent System Specification (DEVS) modeling formalism, its abstract simulator, and a parallel algorithm that implements the abstract simulator.

关键词： Specifications

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Feature preserving manifold mesh from an octree

Feature preserving manifold mesh from an octree

引用

Eighth ACM Symposium on Solid modeling and Applications

作者： Ashida, Koji Badler, Norman I. Ctr. for Hum. Modeling/Simulation Department of Computer Science University of Pennsylvania 200 S. 33rd St. Philadelphia PA 19104-6389 United States

We describe an algorithm to generate a manifold mesh from an octree while preserving surface features. The algorithm requires samples of a surface (coordinates) on the octree edges, along with the surface normals at those coordinates. The distinct features of the algorithm are: • the output mesh is manifold, • the resolution of the output mesh can be adjusted over the space with octree subdivision, and • surface features are generally preserved. A mesh generation algorithm with this combination of advantages has not been presented before.

关键词： computer science

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Real-time reach planning for animated characters using hardware acceleration

Real-time reach planning for animated characters using hardw...

引用

computer Animation

作者： Ying Liu N.I. Badler Center for Human Modeling and Simulation Department of Computer and Information Science University of Pennsylvania USA

We present a heuristic-based real-time reach planning algorithm for virtual human figures. Given the start and goal positions in a 3D workspace, our problem is to compute a collision-free path that specifies all the configurations for a human arm to move from the start to the goal. Our algorithm consists of three modules: spatial search, inverse kinematics, and collision detection. For the search module, instead of searching in joint configuration space like most existing motion planning methods do, we run a direct search in the workspace, guided by a heuristic distance-to-goal evaluation function. The inverse kinematics module attempts to select natural posture configurations for the arm along the path found in the workspace. During the search, candidate configurations will be checked for collisions taking advantage of the graphics hardware-depth buffer. The algorithm is fast and easy to implement. It allows real-time planning not only in static, structured environments, but also in dynamic, unstructured environments. No preprocessing and prior knowledge about the environment is required. Several examples are shown illustrating the competence of the planner at generating motion plans for a typical human arm model with seven degrees of freedom.

关键词： Animation Hardware Acceleration Humans computer graphics Motion planning Application software Computational modeling computer simulation Kinematics

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