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OpenSim: A Simulator of OpenStack Services

OpenSim: A Simulator of OpenStack Services

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Asia International Conference on Modeling & Simulation

作者： Dinkar Sitaram Phalachandra Hallymysore Sudheendra Harwalkar Supriya Kathare Anirudh Srinivasan Archana Reddy Konark Kumar Sahana Sekhar Department of Computer Science and Engineering PES University Center for Cloud Computing and Big Data Bangalore India Dept. of Comput. Sci. & Eng. PES Univ. Bangalore Bangalore India

Cloud Computing is still an emerging field experiencing rapid advancement in both industry and academia. Cloud computing has solved many problems initially faced by internet application developers such as acquisition of a server with a fixed capacity to handle expected peak application demand which led to under-utilization of provisioned resources, by enabling a new consumption and delivery model for IT services. It involves provisioning of dynamically scalable and virtualized resources as a service over the Internet. Evaluation of algorithms and policies in an exhaustive manner directly on a cloud is infeasible as it involves a lot of time and effort. Moreover, utilization of real cloud infrastructure limits the experiment to the scale of the infrastructure. A desirable alternative would be utilization of simulation tools that enables evaluation of a hypothesis in a repeatable, controlled and timely manner prior to software development in a cloud environment. Taking into consideration these issues and the ever-growing popularity of OpenStack, in this paper we propose OpenSim a simulator of OpenStack services. It has been developed by the authors of this paper with the intention of simulating new algorithms and also to enable a user to study the behavior of an application running under various deployment configuration in an OpenStack environment.

关键词： Virtual machining Servers Computational modeling Cloud computing Neutrons IP networks Scheduling algorithms

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Interacting with digital cultural heritage collections via annotations: The CULTURA approach 13

Interacting with digital cultural heritage collections via a...

引用

2013 ACM Symposium on Document engineering, DocEng 2013

作者： Agosti, Maristella Conlan, Owen Ferro, Nicola Hampson, Cormac Munnelly, Gary Dept. of Information Engineering University of Padua Via Gradenigo 6/a Padua Italy Knowledge and Data Engineering Group Trinity College Dublin Ireland

ISBN: (纸本)9781450317894

This paper introduces the main characteristics of the digital cultural collections that constitute the use cases presently in use in the CULTURA environment. A section on related work follows giving an account on efforts on the management of digital annotations that are pertinent and that have been considered. Afterwards the innovative annotation features of the CULTURA portal for digital humanities are described;those features are aimed at improving the interaction of non-specialist users and general public with digital cultural heritage content. The annotation functions consist of two modules: the FAST annotation service as back-end and the CAT Web front-end integrated in the CULTURA portal. The annotation features have been, and are being, tested with different types of users and useful feedback is being collated, with the overall aim of generalising the approach to diverse document collections and not only the area of cultural heritage. © 2013 ACM.

关键词： Digital libraries

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An algorithmic approach to missing data problem in modeling human aspects in software development 9

An algorithmic approach to missing data problem in modeling ...

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9th International Conference on Predictive Models in Software engineering, PROMISE 2013

作者： Calikli, Gul Bener, Ayse Data Science Laboratory Dept. of Mechanical and Industrial Engineering Ryerson University Canada

ISBN: (纸本)9781450320160

Background: In our previous research, we built defect prediction models by using confirmation bias metrics. Due to confirmation bias developers tend to perform unit tests to make their programs run rather than breaking their code. This, in turn, leads to an increase in defect density. The performance of prediction model that is built using confirmation bias was as good as the models that were built with static code or churn metrics. Aims: Collection of confirmation bias metrics may result in partially "missing data" due to developers' tight schedules, evaluation apprehension and lack of motivation as well as staff turnover. In this paper, we employ Expectation-Maximization (EM) algorithm to impute missing confirmation bias data. Method: We used four datasets from two large-scale companies. For each dataset, we generated all possible missing data configurations and then employed Roweis' EM algorithm to impute missing data. We built defect prediction models using the imputed data. We compared the performances of our proposed models with the ones that used complete data. Results: In all datasets, when missing data percentage is less than or equal to 50% on average, our proposed model that used imputed data yielded performance results that are comparable with the performance results of the models that used complete data. Conclusions: We may encounter the "missing data" problem in building defect prediction models. Our results in this study showed that instead of discarding missing or noisy data, in our case confirmation bias metrics, we can use effective techniques such as EM based imputation to overcome this problem.

关键词： Defect density

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Cell classification using shape analysis

Cell classification using shape analysis

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4th International Conference on the Development of Biomedical engineering in Vietnam

作者： Hoang, Thao X. Nguyen, Hoan Tran, Son Thuc, Nguyen Dinh Dept. of Knowledge Engineering Faculty of Information Technology University of Science Ho Chi Minh City Viet Nam

ISBN: (纸本)9783642321825

In this paper, we present a new method of cell classification using geometrical features of shape analysis. Firstly, the contour of cell is detected and approximated by one polygon. Secondly, by using the bounded polygon, the shape of cell is normalized. Then, the cell is classified into three kinds of cells: bull sperm cell (B-SC), human fibroblast cell (H-FC), and human mesenchymal stem cell (H-MSC) by using the structure of bounded polygon. Our approach overcomes the difficulty caused by the similarity between three kinds of cells when their shapes are unpredictably deformed in microscope image. We have applied our proposed method into data collected by one microscope with 40x eyepiece lens. © 2013 IFMBE.

关键词： Binary images

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A dominating set based approach to identify effective leader group of social network

A dominating set based approach to identify effective leader...

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19th International Computing and Combinatorics Conference, COCOON 2013

作者： Kim, Donghyun Li, Deying Asgari, Omid Li, Yingshu Tokuta, Alade O. Dept. of Mathematics and Computer Science North Carolina Central University Durham NC 27707 United States Key Laboratory of Data Engineering and Knowledge Engineering School of Information Renmin University of China Renmin 100872 China Dept. of Computer Science Georgia State University Atlanta GA 30303 United States

ISBN: (纸本)9783642387678

Very recently, the study of social networks has received a huge attention since we can learn and understand many hidden properties of our society. This paper investigates the potential of social network analysis to select an effective leadership group of a society. Based on our real life observation, we establish three essential requirements for an effective leadership group, namely Influenceability, Partisanship, and Bipartisanship. Then, we formulate the problem of finding a minimum size leader group satisfying the three requirements as the minimum connected k-core dominating set problem (MCkCDSP), and show its NP-hardness. In addition, we introduce an extension of MCkCDSP, namely MCkCDSP-C, which assumes the society has a number of communities and requires at least one representative from each community should be in the leadership. At last, we propose an approximation algorithm for a subclass of MCkCDSP with k = 2, and show an α-approximation algorithm of MCkCDSP can be used to obtain an α-approximation algorithm of MCkCDSP-C. © 2013 Springer-Verlag Berlin Heidelberg.

关键词： Approximation algorithms

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Agenda diversity in social media discourse: A study of the 2012 Korean general election

Agenda diversity in social media discourse: A study of the 2...

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7th International AAAI Conference on Weblogs and Social Media, ICWSM 2013

作者： Park, Souneil Ko, Minsam Lee, Jaeung Song, Junehwa School of Information University of Michigan United States Dept. of Knowledge Service Engineering KAIST United States Division of Web Science and Technology KAIST United States Dept. of Computer Science KAIST United States

ISBN: (纸本)9781577356103

The diversity of agendas in the media plays a critical role in shaping the scope of public discourse. Due to the increasing impact of social media, it is important and necessary to examine if it is circulating a wide range of issue and extending the realm of public discussion. In this paper, we put forward agenda diversity as a core value for evaluation of social media discourse and examine the current diversity status. Our study provides a firm basis for understanding the topics, quantity, diversity, and relative salience of the agendas offered by the social media. We further look into the information diffusion process from the diversity viewpoint, and explore the potential to increase diversity. Copyright © 2013, Association for the Advancement of Artificial Intelligence (***). All rights reserved.

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Convergence of Monte Carlo tree search in simultaneous move games

Convergence of Monte Carlo tree search in simultaneous move ...

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27th Annual Conference on Neural Information Processing Systems, NIPS 2013

作者： Lisý, Viliam Kovařík, Vojtěch Lanctot, Marc Bošanský, Branislav Agent Technology Center Dept. of Computer Science and Engineering FEE Czech Technical University in Prague Czech Republic Department of Knowledge Engineering Maastricht University Netherlands

We study Monte Carlo tree search (MCTS) in zero-sum extensive-form games with perfect information and simultaneous moves. We present a general template of MCTS algorithms for these games, which can be instantiated by various selection methods. We formally prove that if a selection method is Ε-Hannan consistent in a matrix game and satisfies additional requirements on exploration, then the MCTS algorithm eventually converges to an approximate Nash equilibrium (NE) of the extensive-form game. We empirically evaluate this claim using regret matching and Exp3 as the selection methods on randomly generated games and empirically selected worst case games. We confirm the formal result and show that additional MCTS variants also converge to approximate NE on the evaluated games.

关键词： Monte Carlo methods

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Dungeons & swimmers: Designing an interactive exergame for swimming

Dungeons & swimmers: Designing an interactive exergame for s...

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2013 ACM Conference on Ubiquitous Computing, UbiComp 2013

作者： Lee, Haechan Moon, Miri Park, Taiwoo Hwang, Inseok Lee, Uichin Song, Junehwa Dept. of Computer Science KAIST Daejeon Korea Republic of Center for Mobile SW Platform KAIST Daejeon Korea Republic of Dept. of Knowledge Service Engineering KAIST Daejeon Korea Republic of

ISBN: (纸本)9781450322157

We propose Dungeons & Swimmers, an interactive audio- And motion-based exergame for swimming. As the first of its kind, we explore its design considerations and opportunities stemming from swimming. We gamify the four different stroke types with an auditory feedback. For minimal interference, we develop a single sensor-based wearable prototype detecting the strokes and stroke types in real time. We conduct a pilot deployment to study initial user experiences.

关键词： swimming physical activity exergame audio game

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Method to add new attributes to concepts by Web and second-order attributes

Method to add new attributes to concepts by Web and second-o...

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2013 International Conference on Artificial Intelligence, ICAI 2013

作者： Imono, Misako Yoshimura, Eriko Tsuchiya, Seiji Watabe, Hirokazu Dept. of Knowledge Engineering and Computer Sciences Graduate School of Engineering Doshisha University Kyo-Tanabe Kyoto Japan Dept. of Intelligent Information Engineering and Sciences Faculty of Science and Engineering Doshisha University Kyo-Tanabe Kyoto Japan

ISBN: (纸本)1601322461

Natural language is composed of various expressions and phraseology, but humans can properly handle these ambiguities by using their knowledge of words. To have such a human mechanism in a machine such as a robot, it is necessary to model the knowledge of words and process their associations. knowledge of a word that is common sense to humans was modeled on a machine as a Concept Base. A Concept Base is a knowledge base that defines words as concepts. The concept is defined by a set of attributes representing a characteristic of the concept by using other concepts and weights. This paper proposes a method to add new attributes for concepts that are already defined in the Concept Base. Words suitable as attributes are automatically acquired by the Web and by using the attributes ordered by the chain structure of the Concept Base.

关键词： Artificial intelligence

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Computer-based method for association response in autonomous conversation

Computer-based method for association response in autonomous...

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2013 International Conference on Artificial Intelligence, ICAI 2013

作者： Yoshimura, Eriko Imono, Misako Tsuchiya, Seiji Watabe, Hirokazu Dept. of Intelligent Information Engineering and Sciences Faculty of Science and Engineering Doshisha University Kyo-Tanabe Kyoto Japan Dept. of Knowledge Engineering and Computer Sciences Graduate School of Engineering Doshisha University Kyo-Tanabe Kyoto Japan

ISBN: (纸本)1601322461

In this paper, the authors propose a method that incorporates mechanisms for handling ambiguity in speech and the ability of humans to create associations, and for formulating replies based on rule base knowledge and common knowledge, that go beyond the level that can be achieved using only conventional natural language processing and vast repositories of sample patterns. In this paper, the authors propose a method for associated replies elicited from information relating to the place as an example of how the common knowledge and associative ability described earlier are applied.

关键词： Artificial intelligence

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