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A Comparative Study of Bug Patterns in java Cloned and Non-cloned Code 14

A Comparative Study of Bug Patterns in Java Cloned and Non-c...

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14th IEEE International Working Conference on Source Code Analysis and Manipulation (SCAM)

作者： Sajnani, Hitesh Saini, Vaibhav Lopes, Cristina V. Univ Calif Irvine Bren Sch Informat & Comp Sci Irvine CA 92697 USA

ISBN: (纸本)9780769553047

Code cloning via copy-and-paste is a common practice in software engineering. Traditionally, this practice has been considered harmful, and a symptom that some important design abstraction is being ignored. As such, many previous studies suggest approaches to facilitate the discovery, removal, and refactoring of clones. However, not many studies exist that empirically investigate the relationship of code clones with code quality. In this paper, we conduct an empirical study of 31 open source java projects (1.7 MSLOC) to explore the relationship between code clones and a set of bug patterns reported by FindBugs. We found that: (i) the defect density in cloned code is 3.7 times less than that of the rest of the code;(ii) 66% of the bug patterns associated with code clones are related to issues in coding style and practice, the two least problematic of the FindBugs categories, while that number is 49% for non-cloned code;and (iii) 75% of the bug patterns in cloned code are duplicated without any changes, while 25% are only present in one of the clones. These results show that, when using FindBugs to detect bug patterns, there is a positive differentiation of cloned code with respect to the rest of the code: the cloned code has considerably less, and less problematic, bug patterns. While our study does not unveil any explanation for this, results from other, more qualitative studies indicate that developers use copy-and-paste intentionally and wisely, which may explain the quantitative observations of our study. Overall, these research results suggest that the practice of code cloning in java, and possibly in all other object-oriented languages, needs to be given serious consideration on the part of tool designers.

关键词： java program debugging public domain software software quality source code (software) java cloned code java noncloned code bug pattern detection code quality copy-and-paste defect density design abstraction find bugs category object-oriented languages open source java projects software engineering Cloning Computer bugs Correlation Encoding Google Software bug patterns code clones java java programming language bugs Codes Object oriented programming languages open source software Debugging Software engineering software quality Bugs Cloning computer software

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An Introduction to the JADEL programming language 26

An Introduction to the JADEL Programming Language

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26th IEEE International Conference on Tools with Artificial Intelligence (ICTAI)

作者： Bergenti, Federico Univ Parma Dipartimento Matemat & Informat I-43124 Parma Italy

ISBN: (纸本)9781479965731

This paper summarizes the current state of development of JADEL, a novel programming language that eases the implementation of agents and multi-agent systems. First, the introduction of a novel agent programming language is motivated and the approach that was used to design JADEL is presented. Then, the characteristic features of JADEL are described by means of a didactic example. The paper is concluded with a short discussion about current and planned developments of JADEL.

关键词： DSL java Multi-agent systems Ontologies programming Syntactics JADE multi-agent systems programming languages Multi-agent systems Computer programming languages jade digital subscriber lines Ontology programming java java programming language current status planned developments

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ADAPTIVE BUILD SYSTEM FOR TR-069 AGENT SERVICE FOR SET-TOP BOXES BASED ON ANDROID OS 22

ADAPTIVE BUILD SYSTEM FOR TR-069 AGENT SERVICE FOR SET-TOP B...

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22nd Telecommunications Forum Telfor (TELFOR)

作者： Trifunovic, Bojan Mihailovic, Veljko Ignjatov, Nemanja Simikic, Rade Velikic, Ivan RT RK Inst Sisteme Zasnovane Racunaru Narodnog Fronta 23a Novi Sad 21000 Serbia

ISBN: (纸本)9781479961917

This paper presents a solution of integrator application programming interface (API) generator. The goal of the solution is to decrease the integration time required for the TR-069 support in an arbitrary device, by providing an adaptive build system which generates API specific for the target device which is defined by a TR-106 data model specification. Evaluation results indicate that the implemented solution contributes to the decrease of integration time, based on the case of an example practical project in which TR-069 service is provided for an Android-based set-top box device.

关键词： Android (operating system) application program interfaces formal specification set-top boxes API generator Android OS Android-based set-top box device TR-069 agent service TR-106 data model specification adaptive build system integration time integrator application programming interface generator Adaptive systems Androids Generators Humanoid robots java Linux XML Application programming interfaces INTEGRATION TIME Androids set top box Androids Humanoid robots Adaptive systems dynamos Linux extensible markup language java java programming language target device

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Smart-M3-Based Robot Interaction in Cyber-Physical Systems 16

Smart-M3-Based Robot Interaction in Cyber-Physical Systems

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16th FRUCT Conference of Open-Innovations-Association

作者： Teslya, Nikolay Savosin, Sergey SPIIRAS St Petersburg Russia ITMO Univ St Petersburg Russia

ISBN: (纸本)9785757704890

Nowadays cyber-physical systems are spreading wide all over the world. One of the examples of cyber-physical system is a "smart home" devices interaction for home cleaning. The paper presents the interaction process between several physical devices through the Smart-M3-based smart space. These devices are robots that are modelling the vacuum cleaner behavior. For this purpose, the scenario of robots interaction in smart space is described in the paper. For the scenario implementation, robots should be constructed and programmed. The paper provides short survey of the most powerful robotic kits and description of its programming possibilities. The Lego Mindstorms EV3 Education kit is chosen for scenario implementation. The LeJOS is installed on the control block to extend its functionality. This functionality includes connection to the Smart-M3-based smart space and java support for programming robot actions.

关键词： home automation home computing robot programming Lego Mindstorms EV3 education kit Smart-M3-based robot interaction cyber-physical systems home cleaning robots programming smart home devices vacuum cleaner behavior modelling Education java programming profession Robot sensing systems programming profession Home Computers Manipulator sensing systems Robot programming Cyber-physical systems home automation java java programming language Robot Education

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Effect of clone information on the performance of developers fixing cloned bugs 14

Effect of clone information on the performance of developers...

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14th IEEE International Working Conference on Source Code Analysis and Manipulation (SCAM)

作者： Bazrafshan, Saman Koschke, Rainer Univ Bremen D-28359 Bremen Germany

ISBN: (纸本)9780769553047

Duplicated source code-clones-is known to occur frequently in software systems and bears the risk of inconsistent updates of the code. The impact of clones has been investigated mostly by retrospective analysis of software systems. Only little effort has been spent to investigate human interaction when dealing with clones. A previous study by Chatterji and colleagues found that cloned defects are removed significantly more accurately when clone information is provided to the programmers. We conducted a controlled experiment to extend the previous study on the use of clone information by investigating the effect of clone information on the performance of developers in common bug-fixing tasks. The experiment shows that developers are quite capable to compensate missing clone information through testing to provide correct solutions. Clone information does help to detect cloned defects faster, although developers may exploit semantic code relations such as inheritance to uncover cloned defects only slightly slower if they do not have clone information. If cloned defects lurk in semantically unrelated places however, clone information helps to find them faster at statistical significance. Developers without clone information needed 17 minutes longer on average or 140% more time in relative terms to complete the task successfully.

关键词： program debugging program testing source code (software) clone information effect cloned bugs fixing cloned defect detection duplicated source code missing clone information compensation software systems Cloning Games java Maintenance engineering Software systems Testing clone experiment clone management software clones software maintenance Software systems Developers Clone Cells Debugging Maintenance engineering program testing DEVELOPERS Software maintenance java java programming language Cloning

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Empirically Evaluating the Quality of Automatically Generated and Manually Written Test Suites 14

Empirically Evaluating the Quality of Automatically Generate...

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14th Annual International Conference on Quality Software (QSIC)

作者： Kracht, Jeshua S. Petrovic, Jacob Z. Walcott-Justice, Kristen R. Univ Colorado Dept Comp Sci Colorado Springs CO 80907 USA

ISBN: (纸本)9781479971978

The creation, execution, and maintenance of tests are some of the most expensive tasks in software development. To help reduce the cost, automated test generation tools can be used to assist and guide developers in creating test cases. Yet, the tests that automated tools produce range from simple skeletons to fully executable test suites, hence their complexity and quality vary. This paper compares the complexity and quality of test suites created by sophisticated automated test generation tools to that of developer-written test suites. The empirical study in this paper examines ten real-world programs with existing test suites and applies two state-of-the-art automated test generation tools. The study measures the resulting test suite quality in terms of code coverage and fault-finding capability. On average, manual tests covered 31.5% of the branches while the automated tools covered 31.8% of the branches. In terms of mutation score, the tests generated by automated tools had an average mutation score of 39.8% compared to the average mutation score of 42.1% for manually written tests. Even though automatically created tests often contain more lines of source code than those written by developers, this paper's empirical results reveal that test generation tools can provide value by creating high quality test suites while reducing the cost and effort needed for testing.

关键词： program testing software maintenance software metrics software quality source code (software) automated test generation tools automatically generated test suites average mutation score code coverage cost reduction empirical software quality evaluation fault-finding capability manually written test suites real-world programs software development software test creation software test execution software test maintenance test suite complexity test suite quality Complexity theory java Manuals Software Standards Testing Writing computer software Software design program testing Software maintenance Software measurement Complexity theory software quality COST REDUCTION Writing java java programming language Test generation Automation AUTOMATIC

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Pivot: Fast, Synchronous Mashup Isolation Using Generator Chains 35

Pivot: Fast, Synchronous Mashup Isolation Using Generator Ch...

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35th IEEE Symposium on Security and Privacy (SP)

作者： Mickens, James Microsoft Res Paris France

ISBN: (纸本)9781479946860

Pivot is a new javaScript isolation framework for web applications. Pivot uses iframes as its low-level isolation containers, but it uses code rewriting to implement synchronous cross-domain interfaces atop the asynchronous cross frame postMessage() primitive. Pivot layers a distributed scheduling abstraction across the frames, essentially treating each frame as a thread which can invoke RPCs that are serviced by external threads. By rewriting javaScript call sites, Pivot can detect RPC invocations;Pivot exchanges RPC requests and responses via postMessage(), and it pauses and restarts frames using a novel rewriting technique that translates each frame's javaScript code into a restartable generator function. By leveraging both iframes and rewriting, Pivot does not need to rewrite all code, providing an order of-magnitude performance improvement over rewriting-only solutions. Compared to iframe-only approaches, Pivot provides synchronous RPC semantics, which developers typically prefer over asynchronous RPCs. Pivot also allows developers to use the full, unrestricted javaScript language, including powerful statements like eval().

关键词： java Web sites program compilers rewriting systems javaScript call sites javaScript code javaScript isolation framework Pivot RPC invocations RPC requests Web applications asynchronous cross-frame postMessage() primitive code rewriting distributed scheduling abstraction eval() generator chains iframe-only approaches iframes low-level isolation containers order-of-magnitude performance improvement restartable generator function rewriting technique rewriting-only solutions synchronous cross-domain interfaces synchronous mashup isolation unrestricted javaScript language Browsers Generators Libraries Reactive power Runtime Satellites Security Pivot Device Component dynamos rewriting systems compilers web applications Browsers Runtime Reactive power satellites websites Earth Viewing Applications Laboratory java java programming language Libraries Generator

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Automatic Identification of Important Clones for Refactoring and Tracking 14

Automatic Identification of Important Clones for Refactoring...

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14th IEEE International Working Conference on Source Code Analysis and Manipulation (SCAM)

作者： Mondal, Manishankar Roy, Chanchal K. Schneider, Kevin A. Univ Saskatchewan Dept Comp Sci Saskatoon SK S7N 0W0 Canada

ISBN: (纸本)9780769553047

Code cloning is a controversial software engineering practice due to contradictory claims regarding its impacts on software evolution and maintenance. While a number of studies identify some positive aspects of code clones, there is strong empirical evidence of some negative impacts of clones too. Focusing on the issues related to clones researchers suggest to manage code clones through detection, refactoring, and tracking. However, all clones in a software system are not suitable for refactoring or tracking. Thus, it is important to identify which clones we should consider for refactoring and which clones should be considered for tracking. In this research work we apply the concept of evolutionary coupling to identify clones that are important for refactoring or tracking. By mining software evolution history, we determine and analyze constrained association rules of clone fragments that evolved following a particular change pattern called Similarity Preserving Change Pattern and are important from the perspective of refactoring and tracking. According to our investigation with rigorous manual analysis on thousands of revisions of six diverse subject systems covering two programming languages, overall 13.20% of all clones in a software system are important candidates for refactoring, and overall 10.27% of all clones are important candidates for tracking. Our implemented system can automatically identify these important candidates and thus, can help us in better maintenance of code clones in terms of refactoring and tracking.

关键词： software maintenance automatic identification code cloning constrained association rules evolutionary coupling important clones programming languages refactoring similarity preserving change pattern software engineering software evolution software evolution history mining tracking Association rules Cloning Couplings java Maintenance engineering Software systems Association Rule Clone Refactoring Clone Tracking Code Clones Evolutionary Coupling Association rules Reconstructions Software maintenance Software systems Automatic identification tracking software evolution Clone Cells Maintenance engineering Computer programming languages Software engineering Couplings java java programming language Cloning

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Type-Based Taint Analysis for java Web Applications

Type-Based Taint Analysis for Java Web Applications

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17th International Conference on the Foundations of Software Science and Computation Structures (FOSSACS) Held as Part of the European Joint Conferences on Theory and Practice of Software (ETAPS)

作者： Huang, Wei Dong, Yao Milanova, Ana Rensselaer Polytech Inst Troy NY 12181 USA

ISBN: (纸本)9783642548048;9783642548031

Static taint analysis detects information flow vulnerabilities. It has gained considerable importance in the last decade, with the majority of work focusing on dataflow and points-to-based approaches. In this paper, we advocate type-based taint analysis. We present SFlow, a context-sensitive type system for secure information flow, and SFlow-Infer, a corresponding worst-case cubic inference analysis. Our approach effectively handles reflection, libraries and frameworks, features notoriously difficult for dataflow and points-to-based taint analysis. We implemented SFlow and SFlowInfer. Empirical results on 13 real-world java web applications show that our approach is scalable and also precise, achieving false positive rate of 15%.

关键词： java programming language

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HoneyAgent: Detecting Malicious java Applets by Using Dynamic Analysis 9

HoneyAgent: Detecting Malicious Java Applets by Using Dynami...

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9th IEEE International Conference on Malicious and Unwanted Software (MALCON)

作者： Gassen, Jan Chapman, Jonathan P. Fraunhofer FKIE Friedrich Ebert Allee 144 D-53113 Bonn Germany

ISBN: (纸本)9781479973293

Malicious java applets are widely used to deliver malicious software to remote systems. In this work, we present HoneyAgent which allows for the dynamic analysis of java applets, bypassing common obfuscation techniques. This enables security researchers to quickly comprehend the functionality of an examined applet and to unveil malicious behavior. In order to trace the behavior of a sample as far as possible, HoneyAgent is further able to simulate various vulnerabilities allowing analysts for example to identify the malware that should finally be installed by the applet. In our evaluation, we show that HoneyAgent is able to reliably detect malicious applets used by common exploit kits with no false positives. By using a combination of heuristics as well as signatures applied to observed method invocations, HoneyAgent is further able to identify exploited common vulnerabilities and exposures in many cases.

关键词： java distributed processing invasive software system monitoring HoneyAgent dynamic analysis malicious java applet detection malicious behavior malicious software obfuscation techniques remote systems security researchers Arrays Malware Runtime Software Web pages Spyware java java programming language applets Dynamic analysis Invasive software system monitoring Distributed processing Runtime Web pages REMOTE SYSTEMS java applet computer software

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