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N-Most Interesting Closed Itemset Mining

N-Most Interesting Closed Itemset Mining

引用

International Conference on Convergence Information Technology

作者： Panida Songram Veera Boonjing Department of Mathematics and Computer Science Faculty of Science King Mongkuts Institute of Technology Ladkrabang Software Systems Engineering Laboratory Bangkok Thailand Department of Computer Science Faculty of Informatics Mahasarakham University Mahasarakham Thailand

In this paper, we propose an efficient algorithm, NCLOSED, for mining the N k-closed itemsets with the highest supports for 1 up to a certain k max value. The algorithm adopts best-first search strategy to generate closed itemsets with highest remaining supports. It does not keep closed itemsets mined in main memory to ensure that they are really closed. This is because this algorithm can directly generate closed itemsets. Moreover, duplicated closed itemsets are detected and discarded from this algorithm.

关键词： Itemsets Data mining computer science Information technology software systems systems engineering and theory Laboratories Mathematics Informatics software algorithms

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Mining Bug Repositories--A Quality Assessment

Mining Bug Repositories--A Quality Assessment

引用

International Conference on Computational Intelligence for Modelling, Control and Automation, and International Conference on Intelligent Agents, Web Technologies and Internet Commerce

作者： Philipp Schugerl Juergen Rilling Philippe Charland Department of Computer Science and Software Engineering Concordia University Montreal Canada System of Systems Section Defence Research and Development Canada QUE Canada

The process of evaluating, classifying, and assigning bugs to programmers is a difficult and time consuming task which greatly depends on the quality of the bug report itself. It has been shown that the quality of reports originating from bug trackers or ticketing systems can vary significantly. In this research, we apply information retrieval (IR) and natural language processing (NLP) techniques for mining bug repositories. We focus particularly on measuring the quality of the free form descriptions submitted as part of bug reports used by open source bug trackers. Properties of natural language influencing the report quality are automatically identified and applied as part of a classification task. The results from the automated quality assessment are used to populate and enrich our existing software engineering ontology to support a further analysis of the quality and maturity of bug trackers.

关键词： Quality assessment Text mining software engineering Information retrieval Natural language processing Data mining Artificial intelligence Performance analysis Algorithm design and analysis computer science

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Mining Top-K Closed Itemsets Using Best-First Search

Mining Top-K Closed Itemsets Using Best-First Search

引用

International Conference on computer and Information Technology (CIT)

作者： Panida Songram Veera Boonjing Software Systems Engineering Laboratory Department of Mathematics and Computer Science Faculty of Science King Mongkut''s Institute of Technology Ladkrabang Bangkok Thailand Department of Computer Science Faculty of Informatics Mahasarakham University Maha sarakham Thailand

In this paper, we proposed an efficient algorithm, TOPK_CLOSED, for mining top-k closed itemsets. This algorithm mines top-k closed itemsets using best-first search. The closed itemsets with the highest supports are firstly found from this algorithm. Consequently, the method quickly finds top-k closed itemsets, which leads to an efficient pruning unnecessary itemsets and stop mining rapidly. In addition, this algorithm can generate closed itemsets without keeping candidates in main memory.

关键词： Itemsets Generators Data mining Pediatrics Complexity theory Algorithm design and analysis Databases

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An Automatic Elaborate Requirement Specification By Using Hierarchical Text Classification

An Automatic Elaborate Requirement Specification By Using Hi...

引用

International Conference on computer science and software engineering

作者： Jantima Polpinij Aditya Ghose Department of Computer Science Faculty of Informatics Mahasarakham University Kantarawichai Mahasarakham Thailand Decision Systems Lab School of Computer Science and Software Engineering Faculty of Informatics University of Wollongong Wollongong Australia

ISBN: (纸本)9781424439027

Ambiguity is a major problem of software errors because much of the requirements specification is written in a natural language format. Therefore, it is hard to identify consistencies because this format is too ambiguous for specification purposes. This paper aims to propose a method for handling requirement specification documents which have a similar content to each other through a hierarchical text classification. The method consists of two main processes of classification: heavy classification and light classification. The heavy classification is to classify the requirement specification documents having similar content together. Meanwhile, light classification is to elaborate specification requirement documents by using the Euclidean distance. Finally, slimming down the number of requirements specification through hierarchical text classification classifying may yield a specification which is easier to understand. That means the proposed method is more effective for reducing and handling in the requirements specification.

关键词： Text categorization computer science software engineering Euclidean distance Quality assessment Informatics computer errors Natural languages Document handling Australia

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Multi-objective optimization using genetic algorithm for gene selection from microarray data

Multi-objective optimization using genetic algorithm for gen...

引用

International Conference on computer and Communication engineering, ICCCE

作者： Mohd Saberi Mohamad Sigeru Omatu Safaai Deris Michifumi Yoshioka Department of Software Engineering Universiti Teknologi Malaysia Skudai Johore Malaysia Department of Computer Science and Intelligent Systems Osaka Prefecture University Sakai Osaka Japan

Microarray technology has been increasingly used in cancer research because of its potential for measuring expression levels of thousands of genes simultaneously in tissue samples. It is used to collect the information from tissue samples regarding gene expression differences that could be useful for cancer classification. However, this classification task faces many challenges due to availability of a smaller number of samples compared to the huge number of genes, and many of the genes are not relevant to the classification. It has been shown that selecting a small subset of genes can lead to an improved accuracy of the classification. Hence, this paper proposes a solution to the problem of gene selection by using a multi-objective approach in genetic algorithm. This approach is experimented on two microarray data sets such as lung cancer and mixed-lineage leukemia cancer. It obtains encouraging result on those data sets as compared with an approach that uses single objective approach.

关键词： Genetic algorithms Cancer Space technology Gene expression Filters Data engineering Genetic engineering computer science Intelligent systems software engineering

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Requirements vs. software Design: An Explanation Based on the Distinction between Concepts and Their Representations

Requirements vs. Software Design: An Explanation Based on th...

引用

International Multi-Conference on Computing in the Global Information Technology, ICCGI

作者： Hermann Kaindl Davor Svetinovic Institute of Computer Technology University of Technology Vienna Vienna Austria Lero-The Irish Software Engineering Research Centre Department of Computer Science & Information Systems University of Limerick Ireland

Still, requirements and software design are often confused with one another. We provide a new (partial) explanation for this phenomenon, based on the insight that representations of concepts related to requirements and software design, respectively, may sometimes look very similar. This does not mean, however, that the requirements and design concepts are the same. So, we should distinguish requirements from their representations and, analogously, software design from its representation. Then it is easier to clearly distinguish requirements and software design as well.

关键词： Unified modeling language software software design Computational modeling Taxonomy Natural languages software engineering

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Teaching Team software Process in Graduate Courses to Increase Productivity and Improve software Quality

Teaching Team Software Process in Graduate Courses to Increa...

引用

IEEE Annual International computer software and Applications Conference (COMPSAC)

作者： Bayona O. Sussy Jose A. Calvo-Manzano Cuevas Gonzalo San Feliu Tomás Languages Informatics Systems and Software Engineering Department Faculty of Computer Science Polytechnic University of Madrid Madrid Spain Languages Campus Montegancedo Madrid Spain

This paper presents a case study that describes TSPi teaching (introduction to the team software process) to 4th year students, grouped by teams, at the computer science School, Polytechnic University of Madrid (UPM). The achievements of the teams, due to training and the use of TSPi, were analyzed and discussed. This paper briefly discusses the approach to the teaching and some of the issues that were identified. The teams collected data on the projects developed. They reviewed the schedule and quality status weekly. The metrics selected to analyze the impact on the students were: size, effort, productivity, costs and defects density. These metrics were chosen to analyze teams 'performance evolution through project development. This paper also presents a study related to the evolution of estimation, quality and productivity improvements these teams obtained. This study will prove that training in TSPi has a positive impact on getting better estimations, reducing costs, improving productivity, and decreasing defect density. Finally, the teams 'performance are analyzed.

关键词： software Training Estimation Productivity Education Accuracy Programming

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Target tracking in heterogeneous sensor networks using audio and video sensor fusion

Target tracking in heterogeneous sensor networks using audio...

引用

International Conference on Multisensor Fusion and Integration for Intelligent systems (MFI)

作者： Manish Kushwaha Songhwai Oh Isaac Amundson Xenofon Koutsoukos Akos Ledeczi Institute for Software Integrated Systems Department of Electrical Engineering and Computer Science Vanderbilt University Nashville TN USA School of Engineering University of California Merced Merced CA USA

Heterogeneous sensor networks (HSNs) with multiple sensing modalities are gaining popularity in diverse fields. Tracking is an application that can benefit from multiple sensing modalities. If a moving target emits sound then both audio and video sensors can be utilized. These modalities can complement each other in the presence of high background noise that impairs the audio or visual clutter affecting the video. Audio-video tracking can also provide cues for the other modality for actuation. In this paper, we describe an approach for target tracking in urban environments utilizing an HSN of mote class devices equipped with acoustic sensor boards and embedded PCs equipped with web cameras. Our system employs a Markov Chain Monte Carlo Data Association algorithm for tracking vehicles emitting engine noise. Experimental results from a deployment in an urban environment are used to demonstrate our approach.

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Panel discussion: What makes good research in modeling and simulation: Sustaining the growth and vitality of the m&s discipline

Panel discussion: What makes good research in modeling and s...

引用

2008 Winter Simulation Conference, WSC 2008

作者： Yilmaz, Levent Davis, Paul Fishwick, Paul A. Xiaolin, Hu. Miller, John A. Hybinette, Maria Ören, Tuncer I. Reynolds, Paul Sarjoughian, Hessam Tolk, Andreas Computer Science and Software Engineering 3116 Shelby Center Auburn University Auburn AL 36849 United States RAND 1776 Main Street Santa Monica CA 90407 United States Computer and Information Science and Engineering 332 Bldg. CSE University of Florida Gainesville FL 32611 United States Department of Computer Science 34 Peachtree Street United States Georgia State University Atlanta GA 30302 United States Department of Computer Science 415 Boyd Graduate Studies Research Center University of Georgia Athens GA 30602 United States School of Information Technology and Engineering 3116 Shelby Center University of Ottawa Ottawa ON K1N 6N5 Canada Department of Computer Science 1214 Olsson Hall University of Virginia Charlottesville VA 22904 United States Computer Science and Engineering Arizona State University Tempe AZ 85281 United States Engineering Management and Systems Engineering 241 Kaufman Hall Old Dominion University Norfolk VA 23529 United States

ISBN: (纸本)9781424427086

The aim of this panel session is to promote discussion on emergent challenges and the need for advancements in the theory, methodology, applications, education in M&S. The changing landscape in science and engineering (e.g., industrial and defense application, medicine, predictive homeland security, energy and environment) introduces new types of problems and challenges into the M&S domain. In light of these emergent needs how can M&S stay relevant as new critical fields such as global climate change mitigation, energy restructuring, genetic engineering impacts on society and universal health care emerge and come into prominence? Surely the systems point of view and the tools that M&S brings to the table are key to these new directions. So, what are the critical issues and challenges facing M&S community in the face of change and need for rapid discovery? © 2008 IEEE.

关键词： Climate change

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A formal framework of reconfigurable control based on model checking

A formal framework of reconfigurable control based on model ...

引用

2008 American Control Conference (ACC), vol.10

作者： He-xuan Hu Anne-lise Gehin Mireille Bayart Languages Informatics Systems and Software Engineering Department Faculty of Computer Science Université des Sciences et Technologies de Lille Villeneuve d'Ascq France

This paper proposes a formal framework for reconfigurable control, based on model checking. This framework first generates a flexible model (i.e., an execution structure) according to the diagnosis, then defines a temporal specification language to deal with the problems due to infinite execution cycles and non-determinism, and finally provides the algorithms that will automatically verify whether the updated model satisfies the desired specification.

关键词： Automatic control Control systems Specification languages Actuators Fault tolerance Performance loss Redundancy Safety Reconfigurable logic Databases

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