Academic literature on the topic 'Source code summarizing'

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Journal articles on the topic "Source code summarizing"

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Castro Lechtaler, Antonio, Marcelo Cipriano, Edith García, et al. "Other potential problems in Qlink.it." Journal of Computer Science and Technology 18, no. 02 (2018): e18. http://dx.doi.org/10.24215/16666038.18.e18.

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In previous work we presented preliminary results obtained by reviewing the source code of Qlink.it web application. In this article, after summarizing previous findings, results of the source code review of Qlink.it Android application will be described. This analysis focused on the implementation of cryptographic functionalities. The aim of this publication is also to invite other researchers to analyze the application in order to determine if Qlink.it could be considered secure.
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Pollard, Tom J., Alistair E. W. Johnson, Jesse D. Raffa, and Roger G. Mark. "tableone: An open source Python package for producing summary statistics for research papers." JAMIA Open 1, no. 1 (2018): 26–31. http://dx.doi.org/10.1093/jamiaopen/ooy012.

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Abstract Objectives In quantitative research, understanding basic parameters of the study population is key for interpretation of the results. As a result, it is typical for the first table (“Table 1”) of a research paper to include summary statistics for the study data. Our objectives are 2-fold. First, we seek to provide a simple, reproducible method for providing summary statistics for research papers in the Python programming language. Second, we seek to use the package to improve the quality of summary statistics reported in research papers. Materials and Methods The tableone package is developed following good practice guidelines for scientific computing and all code is made available under a permissive MIT License. A testing framework runs on a continuous integration server, helping to maintain code stability. Issues are tracked openly and public contributions are encouraged. Results The tableone software package automatically compiles summary statistics into publishable formats such as CSV, HTML, and LaTeX. An executable Jupyter Notebook demonstrates application of the package to a subset of data from the MIMIC-III database. Tests such as Tukey’s rule for outlier detection and Hartigan’s Dip Test for modality are computed to highlight potential issues in summarizing the data. Discussion and Conclusion We present open source software for researchers to facilitate carrying out reproducible studies in Python, an increasingly popular language in scientific research. The toolkit is intended to mature over time with community feedback and input. Development of a common tool for summarizing data may help to promote good practice when used as a supplement to existing guidelines and recommendations. We encourage use of tableone alongside other methods of descriptive statistics and, in particular, visualization to ensure appropriate data handling. We also suggest seeking guidance from a statistician when using tableone for a research study, especially prior to submitting the study for publication.
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Figueredo, Grazziela P., Tanvi V. Joshi, James M. Osborne, Helen M. Byrne, and Markus R. Owen. "On-lattice agent-based simulation of populations of cells within the open-source Chaste framework." Interface Focus 3, no. 2 (2013): 20120081. http://dx.doi.org/10.1098/rsfs.2012.0081.

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Over the years, agent-based models have been developed that combine cell division and reinforced random walks of cells on a regular lattice, reaction–diffusion equations for nutrients and growth factors; and ordinary differential equations for the subcellular networks regulating the cell cycle. When linked to a vascular layer, this multiple scale model framework has been applied to tumour growth and therapy. Here, we report on the creation of an agent-based multi-scale environment amalgamating the characteristics of these models within a Virtual Physiological Human (VPH) Exemplar Project. This project enables reuse, integration, expansion and sharing of the model and relevant data. The agent-based and reaction–diffusion parts of the multi-scale model have been implemented and are available for download as part of the latest public release of Chaste (Cancer, Heart and Soft Tissue Environment; http://www.cs.ox.ac.uk/chaste/), part of the VPH Toolkit (http://toolkit.vph-noe.eu/). The environment functionalities are verified against the original models, in addition to extra validation of all aspects of the code. In this work, we present the details of the implementation of the agent-based environment, including the system description, the conceptual model, the development of the simulation model and the processes of verification and validation of the simulation results. We explore the potential use of the environment by presenting exemplar applications of the ‘what if’ scenarios that can easily be studied in the environment. These examples relate to tumour growth, cellular competition for resources and tumour responses to hypoxia (low oxygen levels). We conclude our work by summarizing the future steps for the expansion of the current system.
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Ranjan, Ekagra, Soumya Sanyal, and Partha Talukdar. "ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations." Proceedings of the AAAI Conference on Artificial Intelligence 34, no. 04 (2020): 5470–77. http://dx.doi.org/10.1609/aaai.v34i04.5997.

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Graph Neural Networks (GNN) have been shown to work effectively for modeling graph structured data to solve tasks such as node classification, link prediction and graph classification. There has been some recent progress in defining the notion of pooling in graphs whereby the model tries to generate a graph level representation by downsampling and summarizing the information present in the nodes. Existing pooling methods either fail to effectively capture the graph substructure or do not easily scale to large graphs. In this work, we propose ASAP (Adaptive Structure Aware Pooling), a sparse and differentiable pooling method that addresses the limitations of previous graph pooling architectures. ASAP utilizes a novel self-attention network along with a modified GNN formulation to capture the importance of each node in a given graph. It also learns a sparse soft cluster assignment for nodes at each layer to effectively pool the subgraphs to form the pooled graph. Through extensive experiments on multiple datasets and theoretical analysis, we motivate our choice of the components used in ASAP. Our experimental results show that combining existing GNN architectures with ASAP leads to state-of-the-art results on multiple graph classification benchmarks. ASAP has an average improvement of 4%, compared to current sparse hierarchical state-of-the-art method. We make the source code of ASAP available to encourage reproducible research 1.
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Kucheria, Priya, McKay Moore Sohlberg, Jason Prideaux, and Stephen Fickas. "Read, Understand, Learn, & Excel: Development and Testing of an Automated Reading Strategy Detection Algorithm for Postsecondary Students." American Journal of Speech-Language Pathology 28, no. 3 (2019): 1257–67. http://dx.doi.org/10.1044/2019_ajslp-18-0181.

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PurposeAn important predictor of postsecondary academic success is an individual's reading comprehension skills. Postsecondary readers apply a wide range of behavioral strategies to process text for learning purposes. Currently, no tools exist to detect a reader's use of strategies. The primary aim of this study was to develop Read, Understand, Learn, & Excel, an automated tool designed to detect reading strategy use and explore its accuracy in detecting strategies when students read digital, expository text.MethodAn iterative design was used to develop the computer algorithm for detecting 9 reading strategies. Twelve undergraduate students read 2 expository texts that were equated for length and complexity. A human observer documented the strategies employed by each reader, whereas the computer used digital sequences to detect the same strategies. Data were then coded and analyzed to determine agreement between the 2 sources of strategy detection (i.e., the computer and the observer).ResultsAgreement between the computer- and human-coded strategies was 75% or higher for 6 out of the 9 strategies. Only 3 out of the 9 strategies–previewing content, evaluating amount of remaining text, and periodic review and/or iterative summarizing–had less than 60% agreement.ConclusionRead, Understand, Learn, & Excel provides proof of concept that a reader's approach to engaging with academic text can be objectively and automatically captured. Clinical implications and suggestions to improve the sensitivity of the code are discussed.Supplemental Materialhttps://doi.org/10.23641/asha.8204786
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Mendoza, Claudio, Manuel A. Bautista, Jérôme Deprince, et al. "The XSTAR Atomic Database." Atoms 9, no. 1 (2021): 12. http://dx.doi.org/10.3390/atoms9010012.

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We describe the atomic database of the xstar spectral modeling code, summarizing the systematic upgrades carried out in the past twenty years to enable the modeling of K-lines from chemical elements with atomic number Z≤30 and recent extensions to handle high-density plasmas. Such plasma environments are found, for instance, in the inner region of accretion disks round compact objects (neutron stars and black holes), which emit rich information about the system’s physical properties. Our intention is to offer a reliable modeling tool to take advantage of the outstanding spectral capabilities of the new generation of X-ray space telescopes (e.g., xrism and athena) to be launched in the coming years. Data curatorial aspects are discussed and an updated list of reference sources is compiled to improve the database provenance metadata. Two xstar spin-offs—the ISMabs absorption model and the uaDB database—are also described.
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Simonis, A., P. Poskas, A. Sirvydas, and D. Grigaliuniene. "Modeling of the Radiation Doses during Dismantling of RBMK-1500 Reactor Pressurized Tanks from Emergency Core Cooling System." Science and Technology of Nuclear Installations 2013 (2013): 1–8. http://dx.doi.org/10.1155/2013/576432.

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Decommissioning of the Ignalina Nuclear Power Plant involves multiple problems. One of them is personnel radiation safety during the performance of dismantling activities. In this paper, modeling results of radiation doses during the dismantling of the pressurized tank from the emergency core cooling system (ECCS PT) of RBMK-1500 reactor are presented. The radiological surveys indicate that the inner surface of the ECCS PT is contaminated with radioactive products of corrosion and sediments due to the radioactive water. The effective doses to the workers have been modeled for different strategies of ECCS PT dismantling. In order to select the optimal personnel radiation safety, the modeling has been performed by the means of computer code “VISIPLAN 3D ALARA Planning tool” developed by SCK CEN (Belgium). The impacts of dismantling tools, shielding types, and extract ventilation flow rate on effective doses during the dismantling of ECCS PT have been analyzed. The total effective personnel doses have been obtained by summarizing the effective personnel doses from various sources of exposure, that is, direct radiation from radioactive equipment, internal radiation due to inhalation of radioactive aerosols, and direct radiation from radioactive aerosols arising during hot cutting in premises. The uncertainty of the collective doses is also presented in this paper.
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Hayduchok, I. G. "INNOVATIVE APPROACHES TO PHARMACOTHERAPY OF SYSTEMIC AUTOIMMUNE DISEASES IN THE CONDITIONS OF THE COVID-19 PANDEMIC." Likarska sprava, no. 7-8 (December 30, 2020): 64–74. http://dx.doi.org/10.31640/jvd.7-8.2020(8).

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Introduction. In the current context of the spread of the coronavirus pandemic, the role of pharmacotherapy in the maintenance of immunopathological syndromes among patients with systemic diseases and patients with dual health disorders is growing. The need to adjust the pharmacotherapy regimens of systemic autoimmune diseases arises when addressing issues of quality, economic and physical availability of drugs in accordance with wholesale and retail prices. In continuation of the research, the aim of the work was to study and implement innovative approaches in the pharmacotherapy of systemic autoimmune diseases by content analysis on the example of antiviral drugs for international nonproprietary name (INN) Acyclovir. Materials and methods. The information base of the study consisted of scientific works of foreign and domestic scientists on the topic of the article. The review of scientific sources of literature was carried out taking into account the recommendations of the Cochrane Society for PICO. The names of drugs were systematized by INN, trade names, the number of drugs, dosage forms. For the content analysis, the method of drug selection developed by the Department of Medical and Pharmaceutical Law, General and Clinical Pharmacy of the Kharkiv Medical Academy of Postgraduate Education was used, which included seven criteria. Discussion. At the first stage of the study, a marketing analysis of the range of drugs for INN Acyclovir was performed. Medicines were selected, which according to the State Register of Medicines of Ukraine as of November 2020 were registered and allowed for circulation in health care facilities. After summarizing the processed data, a marketing list of drugs was compiled under the ATC code J05AB01 in accordance with the INN Acyclovir, which has 36 names of drugs. During the study, a discrete variation series of drug distribution was compiled, which indicates that the studied quantitative indicator of drug manufacturers fluctuates within the first group with the highest frequency (fi = 8). A graphic discrete variation in the form of a distribution polygon was created. Conclusions. Innovative approaches to the pharmacotherapy of systemic autoimmune diseases are the use of content analysis as an additional method in the study of pharmacotherapy of drugs. The study is based on the formalized method of qualitative and quantitative analysis of documents, which allows you to get a detailed picture of the selected clinical and pharmacological group of drugs – drugs by INN Aciclovir PBX code J05AB01. The analysis allows obtaining a complete description of the range and manufacturers of drugs approved for use.
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Pavlenko, O. V. "Катастрофа «русской марсельезы» 1917 г. и ее осмысление в современной историографии". Istoricheskii vestnik, № 23(2018) part: 23/2018 (27 вересня 2019): 12–37. http://dx.doi.org/10.35549/hr.2019.2018.36607.

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istorical experience creates a particular system of codes and meanings in the culture of nations and societies. The memory of the past, with triumphs and defeats intertwined, is the basis of any form of collective identity. In some cases, the present and the past share a common historical guilt, in others, a great victory. It becomes a foundation for new moral imperatives, patriotic symbols, images of victims and heroes. For seventy years, the national historiography has been dominated by an apologetic concept of the Great October Revolution that had laid the foundation for the Soviet national identity. The historiographic canon, created in the thirties, underwent virtually no change. The gigantic historiography of the Great October has been developing within the traditional framework of the CPSU history espoused by several generations of historians. The unsuccessful February Revolution served as a simple background for the victorious October that brought down the tsarist regime and the dictatorship of the bourgeoisie. In the era of glasnost and archive revolution, there began a heated revision of the Soviet concept where emotions often won over scientific analysis. The changes of the last two decades made it possible to interpret the Revolution of 1917 as a multidimensional process of a drastic transformation of the entire Russian system, which, in its turn, changed the world order. Over the past few years, there has been a steep increase in the number of nonfictional historical publications containing archival materials, memoirs, and visual sources (posters, caricatures, etc.). The buildup of narrative material is so fastpaced that historians lag behind in interpreting and summarizing it. Factbased, fragmentary descriptions significantly prevail over the attempts to give it a conceptual interpretation, even though recent studies actively explore the mechanisms that trigger revolution, the nature of social protest and violence, the forms of legitimation of the new power, the cultural references of political radicalism, A particular attention is paid to the ethnocultural discourse of the revolutionary process. Despite a certain fragmentation of topics, The stages of political struggle gave way to one another as different forces attained power but found themselves unable to hold together this gigantic country that was falling apart. In this aspect, the dynamics of the revolutionary crisis in Russia was similar to the one of the French Revolution. It should be noted that the overall narrative of the revolutionary process and the vision of its development stages are defined not only by the center, but also by regions. The revolutionrelated research carried out by local historians is particularly impressive. Regional archives allow a recreation of a colorful, dramatic history of takeover/ interception/ transfer of power at the local level, full of clashes and conflicts. It is obvious though that the regional research requires further development and classification. At the same time, the level of scientific research does not allow to address the issue of the way in and out of the revolution. Many questions still remain unanswered after numerous conferences and publications in 2017. Which criteria are necessary to date the beginning and the end of the revolutionary process in Russia Can civil war be included in the overall revolutionary context, similar to the French Revolution The anatomy of any grandscale protest comprises of a sum of internal radical projects and strategies of external players with their own geopolitical interests. The Interests and Identities of all people, social and political groups, national and international elite that got involved in the process, voluntarily or involuntary, manifest themselves best of all in the cauldron of revolutionary ebullition. And for a researcher, the key motivation consists in distinguishing visible and seemingly invisible interactions of all these entities, comparing the external, eventrelated processes with the internal dynamics of power struggles. The topic of power and society analyzed against the background of the Revolution of 1917 includes the issues essential for understanding the quality of development of the Russian Empire in the early XXth century. In the papers by B. Mironov, V. Nikonov, N. Smirnov, the genesis of revolution is seen as a conflict of tradition and modernity. In 1905, Russia began its slow and painful progress from tsarist autocracy to parliamentary monarchy. this connection, modern historiography puts a particular emphasis on the analysis of civic engagement and the forms of selforganization of society. The Soviet vision of the tsarist regime as a suppressor of civil liberties, so actively used in modern Western papers, was revised. The Russian historiography is currently undergoing intense debates and methodological realignment, searching for new paradigms in the analysis of the revolutionary process. But most importantly, the historical continuity between the imperial, Soviet and postSoviet eras is being gradually restored in the papers covering the Revolution of 1917, and the idea of existence of a single revolutionary process from February to October 1917 is slowly taking shapeисторический опыт создает особую систему кодов и смыслов в культуре народов и обществ. Память о прошлом, где переплетаются триумфы и поражения, является основой любой формы коллективной идентичности. В одних случаях настоящее и прошлое объединяет общая историческая вина, в другихВеликая Победа. Она становится основой для новых нравственных императивов, патриотических символов, образов жертв и героев. На протяжении семидесяти лет в отечественной историографии доминировала апологетическая концепция Великой Октябрьской революции, заложившая основы советской национальной идентичности. Историографический канон, созданный в тридцатые годы, практически не претерпел изменений. Гигантская историография Великого Октября развивалась в традиционных рамках истории КПСС, поддерживаемой несколькими поколениями историков. Неудачная Февральская революция послужила простым фоном для победоносного октября, обрушившего царский режим и диктатуру буржуазии. В эпоху гласности и архивной революции начался бурный пересмотр советской концепции, где эмоции часто одерживали верх над научным анализом. Изменения последних двух десятилетий позволили интерпретировать революцию 1917 года как многомерный процесс кардинальной трансформации всей российской системы, которая, в свою очередь, изменила мировой порядок. За последние несколько лет резко возросло количество нехудожественных исторических изданий, содержащих архивные материалы, мемуары, визуальные источники (плакаты, карикатуры и др.). Накопление повествовательного материала происходит настолько быстро, что историки отстают в его интерпретации и обобщении. Фактологические, фрагментарные описания значительно превалируют над попытками дать ему концептуальную трактовку, хотя в последних исследованиях активно исследуются механизмы, запускающие революцию, характер социального протеста и насилия, формы легитимации новой власти, культурные отсылки политического радикализма, идеологические и социальные проблемы.В. Symbolic символическое перекодирование публичного пространства. Особое внимание уделено этнокультурному дискурсу революционного процесса. Несмотря на определенную фрагментарность тематики, российские историки разделяют идею непрерывности революционного процесса с февраля по октябрь 1917 года. Этапы политической борьбы сменялись друг другом по мере того, как различные силы приходили к власти, но оказывались неспособными удержать вместе эту гигантскую страну, которая разваливалась на части. В этом аспекте динамика революционного кризиса в России была схожа с динамикой Французской революции. Следует отметить, что общая нарративность революционного процесса и видение этапов его развития определяются не только центром, но и регионами. Особенно впечатляют исследования, связанные с революцией, проведенные местными историками. Региональные архивы позволяют воссоздать красочную, драматичную историю захвата / перехвата / передачи власти на местном уровне, полную столкновений и конфликтов. Однако очевидно, что региональные исследования требуют дальнейшего развития и классификации. В то же время уровень научных исследований не позволяет решить вопрос о входе и выходе революции. Многие вопросы до сих пор остаются без ответа после многочисленных конференций и публикаций в 2017 году. По каким критериям необходимо датировать начало и конец революционного процесса в России Может ли гражданская война быть включена в общий революционный контекст, подобный Французской революции Анатомия любого масштабного протеста складывается из суммы внутренних радикальных проектов и стратегий внешних игроков со своими геополитическими интересами. Интересы и идентичности всех людей, социальных и политических групп, национальной и международной элиты, которые вольно или невольно оказались вовлеченными в этот процесс, лучше всего проявляются в котле революционного кипения. А для исследователя ключевая мотивация состоит в различении видимых и, казалось бы, невидимых взаимодействий всех этих сущностей, сопоставлении внешних, событийных процессов с внутренней динамикой борьбы за власть. Тема власти и общества, анализируемая на фоне революции 1917 года, включает в себя вопросы, существенные для понимания качества развития Российской империи в начале ХХ века. В работах Б. Миронова, В. Никонова, Н.Смирнова Генезис революции рассматривается как конфликт традиции и современности. В 1905 году Россия начала свой медленный и болезненный путь от царского самодержавия к парламентской монархии. в этой связи современная историография уделяет особое внимание анализу гражданской активности и форм самоорганизации общества. Советское видение царского режима как подавителя гражданских свобод, столь активно используемое в современных западных газетах, было пересмотрено. Российская историография в настоящее время переживает интенсивные дискуссии и методологическую перестройку, поиск новых парадигм в анализе революционного процесса. Но самое главное, что историческая преемственность между имперской, советской и постсоветской эпохами постепенно восстанавливается в работах, освещающих революцию 1917 года, и постепенно оформляется идея существования единого революционного процесса с февраля по октябрь 1917 года
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Varabyou, Ales, Geo Pertea, Christopher Pockrandt, and Mihaela Pertea. "TieBrush: an efficient method for aggregating and summarizing mapped reads across large datasets." Bioinformatics, May 8, 2021. http://dx.doi.org/10.1093/bioinformatics/btab342.

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Abstract Summary Although the ability to programmatically summarize and visually inspect sequencing data is an integral part of genome analysis, currently available methods are not capable of handling large numbers of samples. In particular, making a visual comparison of transcriptional landscapes between two sets of thousands of RNA-seq samples is limited by available computational resources, which can be overwhelmed due to the sheer size of the data. In this work, we present TieBrush, a software package designed to process very large sequencing datasets (RNA, whole-genome, exome, etc.) into a form that enables quick visual and computational inspection. TieBrush can also be used as a method for aggregating data for downstream computational analysis, and is compatible with most software tools that take aligned reads as input. Availability and implementation TieBrush is provided as a C++ package under the MIT License. Precompiled binaries, source code and example data are available on GitHub (https://github.com/alevar/tiebrush). Supplementary information Supplementary data are available at Bioinformatics online.
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Dissertations / Theses on the topic "Source code summarizing"

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Tévar, Hernández Helena. "Evolution of SoftwareDocumentation Over Time : An analysis of the quality of softwaredocumentation." Thesis, Linnéuniversitetet, Institutionen för datavetenskap och medieteknik (DM), 2020. http://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-97561.

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Software developers, maintainers, and testers rely on documentation to understandthe code they are working with. However, software documentation is perceivedas a waste of effort because it is usually outdated. How documentation evolvesthrough a set of releases may show whether there is any relationship between timeand quality. The results could help future developers and managers to improvethe quality of their documentation and decrease the time developers use to analyzecode. Previous studies showed that documentation used to be scarce and low inquality, thus, this research has investigated different variables to check if the qualityof the documentation changes over time. Therefore, we have created a tool thatwould extract and calculate the quality of the comments in code blocks, classes,and methods. The results have agreed with the previous studies. The quality of thedocumentation is affected to some extent through the releases, with a tendency todecrease.
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Book chapters on the topic "Source code summarizing"

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Cross, Rob, and Andrew Parker. "Knowing What We Know : Supporting Knowledge Creation and Sharing in Social Networks." In Networks in the Knowledge Economy. Oxford University Press, 2003. http://dx.doi.org/10.1093/oso/9780195159509.003.0014.

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The way in which this manager relied on his network to obtain information and knowledge critical to the success of an important project is common and likely resonates with your own experience. Usually when we think of where people turn for information or knowledge we think of databases, the Web, intranets and portals or other, more traditional, repositories such as file cabinets or policy and procedure manuals. However, a significant component of a person’s information environment consists of the relationships he or she can tap for various informational needs. For example, in summarizing a decade worth of studies, Tom Allen of Massachusetts Institute of Technology (MIT) found that engineers and scientists were roughly five times more likely to turn to a person for information than to an impersonal source such as a database or a file cabinet. In other settings, research has consistently shown that who you know has a significant impact on what you come to know, as relationships are critical for obtaining information, solving problems, and learning how to do your work. Particularly in knowledge-intensive work, creating an informational environment that helps employees solve increasingly complex and often ambiguous problems holds significant performance implications. Frequently such efforts entail knowledge-management initiatives focusing on the capture and sharing of codified knowledge and reusable work products. To be sure, these so-called knowledge bases hold pragmatic benefits. They bridge boundaries of time and space, allow for potential reuse of tools or work products employed successfully in other areas of an organization, and provide a means of reducing organizational “forgetting” as a function of employee turnover. However, such initiatives often undervalue crucial knowledge held by employees and the web of relationships that help dynamically solve problems and create new knowledge. As we move further into an economy where collaboration and innovation are increasingly central to organizational effectiveness, we must pay more attention to the sets of relationships that people rely on to accomplish their work. Certainly we can expect emerging collaborative technologies to facilitate virtual work and skill-profiling systems to help with the location of relevant expertise.
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Conference papers on the topic "Source code summarizing"

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Hu, Xing, Ge Li, Xin Xia, David Lo, Shuai Lu, and Zhi Jin. "Summarizing Source Code with Transferred API Knowledge." In Twenty-Seventh International Joint Conference on Artificial Intelligence {IJCAI-18}. International Joint Conferences on Artificial Intelligence Organization, 2018. http://dx.doi.org/10.24963/ijcai.2018/314.

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Code summarization, aiming to generate succinct natural language description of source code, is extremely useful for code search and code comprehension. It has played an important role in software maintenance and evolution. Previous approaches generate summaries by retrieving summaries from similar code snippets. However, these approaches heavily rely on whether similar code snippets can be retrieved, how similar the snippets are, and fail to capture the API knowledge in the source code, which carries vital information about the functionality of the source code. In this paper, we propose a novel approach, named TL-CodeSum, which successfully uses API knowledge learned in a different but related task to code summarization. Experiments on large-scale real-world industry Java projects indicate that our approach is effective and outperforms the state-of-the-art in code summarization.
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Iyer, Srinivasan, Ioannis Konstas, Alvin Cheung, and Luke Zettlemoyer. "Summarizing Source Code using a Neural Attention Model." In Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Association for Computational Linguistics, 2016. http://dx.doi.org/10.18653/v1/p16-1195.

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Marin, Victor J., Iti Bansal, and Carlos R. Rivero. "Towards summarizing program statements in source code search." In SAC '20: The 35th ACM/SIGAPP Symposium on Applied Computing. ACM, 2020. http://dx.doi.org/10.1145/3341105.3374055.

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Psarras, Christos, Themistoklis Diamantopoulos, and Andreas Symeonidis. "A Mechanism for Automatically Summarizing Software Functionality from Source Code." In 2019 IEEE 19th International Conference on Software Quality, Reliability and Security (QRS). IEEE, 2019. http://dx.doi.org/10.1109/qrs.2019.00028.

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Haiduc, Sonia, Jairo Aponte, Laura Moreno, and Andrian Marcus. "On the Use of Automated Text Summarization Techniques for Summarizing Source Code." In 2010 17th Working Conference on Reverse Engineering (WCRE). IEEE, 2010. http://dx.doi.org/10.1109/wcre.2010.13.

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Simonis, A., P. Poskas, and G. Poskas. "Prediction of Radiation Doses During the Dismantling of the Pressurized Tank From Emergency Core Cooling System of RBMK-1500 Reactor." In ASME 2013 15th International Conference on Environmental Remediation and Radioactive Waste Management. American Society of Mechanical Engineers, 2013. http://dx.doi.org/10.1115/icem2013-96220.

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Preparation for the decommissioning of the Ignalina Nuclear Power Plant involves multiple problems. Personnel radiation safety during the performance of dismantling activities is one of them. In order to assess the optimal personnel radiation safety, the modelling is performed for large components by the means of computer code “VISIPLAN 3D ALARA Planning tool” developed by SCK CEN (Belgium). Modelling results of radiation doses during the dismantling of the pressurized tank from the emergency core cooling system (ECCS PT) of RBMK-1500 reactor are presented in this paper. The mass of one ECCS PT is approximately 47.6 tons. The radiological surveys indicate that the inner surface of the ECCS PT is contaminated with radioactive products of corrosion and sediments due to the radioactive water. The assessment of workers exposure was performed to comply with ALARA. The effective doses to the workers were modeled for different strategies of ECCS PT dismantling. The impact of dismantling tools and shielding types and extract ventilation flow rate during the dismantling of ECCS PT on effective doses were analyzed. The total effective personnel doses were obtained by summarizing the effective personnel doses from various sources of exposure, i. e., direct radiation from radioactive equipment, internal radiation due to inhalation of radioactive aerosols, and direct radiation from radioactive aerosols arising during hot cutting in premises.
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Hambric, Stephen A., Yun Fan Hwang, and Thomas S. Chyczewski. "Noise Sources and Transmission in Piping Systems." In ASME 2002 International Mechanical Engineering Congress and Exposition. ASMEDC, 2002. http://dx.doi.org/10.1115/imece2002-32682.

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An overview of the vibro-acoustic behavior of fluid-filled piping systems is given, summarizing noise sources, how piping structures and fluids accept energy from noise sources, and how the energy is then transmitted and exchanged by wavetypes throughout the piping. Discrete and broad-band frequency noise sources from active components, such as pumps, and passive components, such as valves and flow over piping, are described, and scale on flow velocities and operating speeds. The turbulence in the fluid flow contributes to piping system noise and vibration. The turbulence in the core flow impinges on both active and passive devices, causing discrete and broad-band noise sources. Turbulence near pipe walls excites structural piping modes. Techniques for quantifying the turbulence and its effects are described. An overview of the mechanisms of acoustic and vibrational energy propagation in piping walls and fluids is given, along with a discussion of various tools used to model the propagation, such as finite element (FE) and boundary element (BE) analysis, transfer matrix (TM) analysis, and statistical energy analysis (SEA). FE and BE models may be used to model high levels of complexity in both structural-acoustic systems and noise sources, but require large model sizes at high frequencies. TM and SEA models sacrifice modeling generality, but can represent high frequency behavior at low computational cost. Finally, means of mitigating acoustic and vibration energy transmission, such as narrow-band acoustic attenuation devices (quarter wavelength silencers and Quincke tubes), broad-band acoustic attenuation devices (mufflers and acoustic filters), and broad-band structural vibration attenuation devices (isolators and rubber piping), are outlined.
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Qin, Libo, Tianbao Xie, Wanxiang Che, and Ting Liu. "A Survey on Spoken Language Understanding: Recent Advances and New Frontiers." In Thirtieth International Joint Conference on Artificial Intelligence {IJCAI-21}. International Joint Conferences on Artificial Intelligence Organization, 2021. http://dx.doi.org/10.24963/ijcai.2021/622.

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Spoken Language Understanding (SLU) aims to extract the semantics frame of user queries, which is a core component in a task-oriented dialog system. With the burst of deep neural networks and the evolution of pre-trained language models, the research of SLU has obtained significant breakthroughs. However, there remains a lack of a comprehensive survey summarizing existing approaches and recent trends, which motivated the work presented in this article. In this paper, we survey recent advances and new frontiers in SLU. Specifically, we give a thorough review of this research field, covering different aspects including (1) new taxonomy: we provide a new perspective for SLU filed, including single model vs. joint model, implicit joint modeling vs. explicit joint modeling in joint model, non pre-trained paradigm vs. pretrained paradigm; (2) new frontiers: some emerging areas in complex SLU as well as the corresponding challenges; (3) abundant open-source resources: to help the community, we have collected, organized the related papers, baseline projects and leaderboard on a public website where SLU researchers could directly access to the recent progress. We hope that this survey can shed a light on future research in SLU field.
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Zhou, H., Y. Q. Lu, W. D. Li, et al. "The Collaboration Abstraction Layer for Distributed CAD Development." In ASME 2003 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. ASMEDC, 2003. http://dx.doi.org/10.1115/detc2003/cie-48280.

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In order to speed up the development of distributed CAD (DCAD) software applications and offer the end-users a friendly environment for collaborative design, Collaboration Abstraction Layer (CAL) is proposed. CAL aims to develop a pluggable software module that can be embedded into standalone CAD applications. Through summarizing and abstracting out the common characteristics of distributed CAD software, a set of foundation/helper classes for the important collaborative functionalities are enclosed in CAL, which include a 3D streaming service, a collaborative design management service, a constraint checking/solving service and a file versioning/baseline service. The 3D streaming service incorporates a geometrical simplification algorithm that supports selective refinement on level of details (LOD) model and a compact data structure represented in an XML format. The collaborative management service effectively schedules and manages a co-design job. The constraint checking/solving service, which composes of a design task dispatch interface, a collision detection algorithm, and an assembly constraint algorithm, coordinates designing and assembling based on constraints. The CAD file versioning/baseline service is to manage the history record of the CAD files and the milestones in the collaborative development process. By simulating the real collaborative design process, CAL designs a new collaboration mechanism which is different from most collaboration products in market. For the future potential development, CAL is built on an open-sourced software toolkit. It is coded to interfaces and kernel libraries so as to provide an immutable API for commonly used collaborative CAD functions. CAL enables rapid development of DCAD software, and minimizes application complexity by packaging the needed technology. Moreover, CAL is intending to be a partner to the current CAD software, not competitor, making it an ideal tool for future distributed CAD system development.
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