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Incorporating real-world projects in teaching computer science courses 在计算机科学课程教学中结合实际项目
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900042
Richard C. Detmer, Cen Li, Zhijiang Dong, J. Hankins
Research has shown students are more motivated and more likely to perform active learning when working on real-world projects that have societal impact. The Computer Science Department at Middle Tennessee State University has embarked on the task of incorporating real-world projects into multiple courses across the curriculum. This paper describes the real world project collection process and a management framework being developed to collect and track the usage of real-world projects for Computer Science courses. It discusses pilot courses that used real-world projects in teaching various computing subjects, as well as lessons learned from these pilot studies.
研究表明,在从事具有社会影响的现实世界项目时,学生更有动力,更有可能进行主动学习。中田纳西州立大学(Middle Tennessee State University)计算机科学系已经开始着手将现实世界的项目整合到课程中的多个课程中。本文描述了真实世界的项目收集过程和一个正在开发的管理框架,用于收集和跟踪计算机科学课程中真实世界项目的使用情况。它讨论了使用实际项目来教授各种计算科目的试点课程,以及从这些试点研究中获得的经验教训。
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引用次数: 7
Aiding prediction algorithms in detecting high-dimensional malicious applications using a randomized projection technique 利用随机投影技术帮助预测算法检测高维恶意应用程序
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900117
T. Atkison
This research paper describes an on-going effort to design, develop and improve upon malicious application detection algorithms. This work looks specifically at improving a cosine similarity, information retrieval technique to enhance detection of known and variances of known malicious applications by applying the feature extraction technique known as randomized projection. Document similarity techniques, such as cosine similarity, have been used with great success in several document retrieval applications. By following a standard information retrieval methodology, software, in machine readable format, can be regarded as documents in the corpus. These "documents" may or may not have a known malicious functionality. The query is software, again in machine readable format, which contains a certain type of malicious software. This methodology provides an ability to search the corpus with a query and retrieve/identify potentially malicious software as well as other instances of the same type of vulnerability. Retrieval is based on the similarity of the query to a given document in the corpus. There have been several efforts to overcome what is known as 'the curse of dimensionality' that can occur with the use of this type of information retrieval technique including mutual information and randomized projections. Randomized projections are used to create a low-order embedding of the high dimensional data. Results from experimentation have shown promise over previously published efforts.
本研究报告描述了正在进行的设计、开发和改进恶意应用程序检测算法的工作。这项工作特别关注改进余弦相似度,信息检索技术,通过应用称为随机投影的特征提取技术来增强对已知恶意应用程序的已知和方差的检测。文档相似度技术,如余弦相似度,已经在几个文档检索应用程序中获得了巨大的成功。通过遵循标准的信息检索方法,可以将机器可读格式的软件视为语料库中的文档。这些“文档”可能有也可能没有已知的恶意功能。查询是软件,同样是机器可读格式,其中包含某种类型的恶意软件。这种方法提供了搜索语料库的查询和检索/识别潜在恶意软件以及相同类型漏洞的其他实例的能力。检索基于查询与语料库中给定文档的相似性。为了克服所谓的“维度的诅咒”,已经做出了一些努力,这种诅咒可能发生在使用这种类型的信息检索技术时,包括互信息和随机预测。随机投影用于创建高维数据的低阶嵌入。实验结果比之前发表的成果更有希望。
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引用次数: 4
Optimizing memory access on GPUs using morton order indexing 使用morton顺序索引优化gpu上的内存访问
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900035
Anthony E. Nocentino, P. J. Rhodes
High performance computing environments are not freely available to every scientist or programmer. However, massively parallel computational devices are available in nearly every workstation class computer and laptop sold today. The programmable GPU gives immense computational power to a user in a standard office environment; however, programming a GPU to function efficiently is not a trivial task. An issue of primary concern is memory latency, if not managed properly it can cost the GPU in performance resulting in increased runtimes waiting for data. In this paper we describe an optimization of memory access methods on GPUs using Morton order indexing, sometimes referred to as Z-order index.
并不是每个科学家或程序员都可以免费获得高性能计算环境。然而,大规模并行计算设备几乎可以在今天销售的所有工作站级计算机和笔记本电脑中使用。可编程GPU在标准办公环境中为用户提供了巨大的计算能力;然而,对GPU进行有效的编程并不是一项简单的任务。一个主要关注的问题是内存延迟,如果管理不当,它可能会降低GPU的性能,导致等待数据的运行时间增加。在本文中,我们描述了使用Morton顺序索引(有时称为z顺序索引)优化gpu上的内存访问方法。
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引用次数: 19
Using the online webwork for student's homework practice in education 利用在线网络进行学生作业实践教育
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900121
Shangrong Deng, C. Hung, K. Qian
The goal of this project is to increase the success of students in learning mathematics and improve retention in STEM discipline via implementation of online WebWork in STEM education. This project will have broader impact on the teaching and learning mathematics by providing more effective and efficient homework practice. Students will benefit from the instant feedback since every homework problem is graded online. Instructors will also benefit greatly being relieved from the burden of manually checking homework and simultaneously being able to determine how well the students are learning the subject. The WebWork system has been adopted by over 100 colleges and universities in U.S. for Mathematics and Science homework delivery.
该项目的目标是通过在STEM教育中实施在线网络工作来提高学生学习数学的成功率,并提高STEM学科的记忆力。该项目将通过提供更有效和高效的作业练习,对数学的教与学产生更广泛的影响。学生将受益于即时反馈,因为每个作业问题都是在线评分的。教师也将从手工检查作业的负担中解脱出来,同时能够确定学生对该学科的学习情况。WebWork系统已被美国100多所高校用于数学和科学作业的交付。
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引用次数: 0
The Snake-in-the-Box problem 盒子里的蛇问题
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900079
K. Krafka, W. Potter, T. Horton
The Snake-in-the-Box problem finds its roots in graph theory and computer science with applications in electrical engineering, coding theory, analog-to-digital conversion, disjunctive normal form simplification, electronic combination locking, and computer network topologies. This fascinating problem has puzzled scholars for over 50 years, but research has produced steady progress. Here, we provide an overview of the problem, its history, and current research, including a potential solution.
盒子里的蛇问题的根源在于图论和计算机科学,在电子工程、编码理论、模数转换、析取范式简化、电子密码锁和计算机网络拓扑中的应用。这个令人着迷的问题困扰了学者们50多年,但研究取得了稳步进展。在这里,我们提供了一个问题的概述,它的历史,和目前的研究,包括一个潜在的解决方案。
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引用次数: 16
On the performance of fitness uniform selection for non-deceptive problems 非欺骗问题的适应度均匀选择性能
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900053
Ruben Ramirez-Padron, Feras A. Batarseh, K. Heyne, A. Wu, Avelino J. Gonzalez
Genetic algorithms (GAs) are probabilistic search techniques inspired by natural evolution. Selection schemes are used by GAs to choose individuals from a population to breed the next generation. Proportionate, ranking and tournament selection are standard selection schemes. They focus on choosing individuals with high fitness values. Fitness Uniform Selection Scheme (FUSS) is a recently proposed selection scheme that focuses on fitness diversity. FUSS have shown better performance than standard selection schemes for deceptive and NP-complete problems. In general, it is difficult to determine whether a real-life problem is deceptive or not. However, there is no information about the relative performance of FUSS on non-deceptive problems. In this paper, the standard selection schemes mentioned above were compared to FUSS on two non-deceptive problems. A GA using FUSS was able to find high-fitness solutions faster than expected. Consequently, FUSS could be a good first-choice selection scheme regardless of whether a problem at hand is deceptive or not.
遗传算法是一种受自然进化启发的概率搜索技术。ga使用选择方案从种群中选择个体来繁殖下一代。按比例、排名和比赛选拔是标准的选拔方案。他们专注于选择具有高健康价值的个体。健身统一选择方案(FUSS)是近年来提出的一种关注健身多样性的选择方案。在欺骗和np完全问题上,FUSS比标准选择方案表现出更好的性能。一般来说,很难确定现实生活中的问题是否具有欺骗性。然而,没有关于FUSS在非欺骗性问题上的相对性能的信息。本文将上述标准选择方案与FUSS在两个非欺骗性问题上进行了比较。使用FUSS的遗传算法能够比预期更快地找到高适应度的解。因此,无论手头的问题是否具有欺骗性,FUSS都可能是一个很好的首选选择方案。
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引用次数: 1
AD-NEMO: adaptive dynamic network expansion with mobile robots AD-NEMO:移动机器人自适应动态网络扩展
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900036
G. Rudolph, S. Banik, W. Gilbert
Consider a situation in which a mobile wireless user needs connectivity to the Internet. One such situation arises in battlefield or at disaster recovery site where it may not be feasible to set up a fixed network. An alternative solution to this problem is to send out a team of mobile robots to establish and maintain the connection between the user and an established network that is connected to the Internet. This includes the possibility of sending out new robots to join the team as needed, when the user moves beyond the range of the existing team, or if the signal becomes degraded for some reason. In this paper we propose a framework called AD-NEMO (Adaptive Dynamic Network Expansion with Mobile rObots) where the mobile robots will create a dynamic and adaptive ad-hoc network to provide connectivity to the mobile user. We have developed a prototype of our solution with actual hardware to study the feasibility of our solution.
考虑一个移动无线用户需要连接到Internet的情况。在战场或灾难恢复站点可能无法建立固定网络时,就会出现这种情况。这个问题的另一种解决方案是派出一组移动机器人来建立和维护用户与已建立的连接到Internet的网络之间的连接。这包括当用户移动到现有团队的范围之外,或者由于某种原因信号变差时,根据需要派遣新机器人加入团队的可能性。在本文中,我们提出了一个名为AD-NEMO(移动机器人自适应动态网络扩展)的框架,其中移动机器人将创建一个动态和自适应的自组织网络来为移动用户提供连接。我们用实际的硬件开发了我们的解决方案的原型,以研究我们的解决方案的可行性。
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引用次数: 0
Simple XML messaging framework 简单XML消息传递框架
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900149
T. Toland
In a global economy, there is clearly a need to have remote access to information. Organizations provide this access to their customers via Service-Oriented Architecture (SOA) or Web Services (WS). These technologies use the Extensible Markup Language (XML) to exchange information. In this paper, the Simple XML Messaging Framework is presented. This framework can be used to exchange information in either a SOA or a WS environment. A prototype has been implemented and used in a course at the University of South Carolina Upstate to simulate a SOA environment. An analysis from this course is presented.
在全球经济中,显然需要远程获取信息。组织通过面向服务的体系结构(SOA)或Web服务(WS)向其客户提供这种访问。这些技术使用可扩展标记语言(XML)交换信息。本文提出了简单XML消息传递框架。此框架可用于在SOA或WS环境中交换信息。南卡罗莱纳大学(University of South Carolina Upstate)的一门课程中已经实现了一个原型,并使用它来模拟SOA环境。本文对这门课程进行了分析。
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引用次数: 1
Visualizations for the spyglass ontology-based information analysis and retrieval system 基于本体的望远镜信息分析与检索系统的可视化
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900061
Hong Lin, J. Rushing, T. Berendes, Cara Stein, S. Graves
Spyglass is an ontology-based information retrieval system designed to help analysts explore very large collections of unstructured text documents. The tool includes two main components: server and client. The server is a web-based service that uses a specific domain ontology to index a collection of documents, answer queries from the client, and provide retrieval and visualization services based on the ontology and the resulting index. The client is a graphical user interface which allows analysts to explore the document collections, query single or multiple entities of interest of the ontology and retrieve the documents relevant to the query. The rich set of visualization tools in Spyglass will be presented in this paper.
Spyglass是一个基于本体的信息检索系统,旨在帮助分析人员探索大量非结构化文本文档。该工具包括两个主要组件:服务器和客户端。服务器是一个基于web的服务,它使用特定的领域本体来索引文档集合,回答来自客户端的查询,并基于本体和生成的索引提供检索和可视化服务。客户端是一个图形用户界面,它允许分析人员探索文档集合,查询本体感兴趣的单个或多个实体,并检索与查询相关的文档。本文将介绍Spyglass中丰富的可视化工具集。
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引用次数: 2
An ontology-driven rote extractor for pattern disambiguation 用于模式消歧的本体驱动的机械提取器
Pub Date : 2010-04-15 DOI: 10.1145/1900008.1900049
Sheng Yin, I. Arpinar
In this paper, we describe an ontology-driven pattern disambiguation process for Rote Extractors. Our approach can generate lexical patterns for a particular relation from unrestricted text. Then patterns can be used to recognize concepts, which have the same relation in other text. We test our experiments with/without the ontology. The results show that our approach can dramatically improve the performance of existing pattern-based Rote Extractors.
在本文中,我们描述了一个本体驱动的模式消歧过程。我们的方法可以从不受限制的文本中为特定关系生成词汇模式。然后,模式可以用来识别在其他文本中具有相同关系的概念。我们在有/没有本体的情况下测试我们的实验。结果表明,我们的方法可以显著提高现有的基于模式的机械提取器的性能。
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引用次数: 0
期刊
ACM SE '10
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