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ACM Computing Surveys (CSUR)

Resumen/Descripción – provisto por la editorial en inglés
A journal of the Association for Computing Machinery (ACM), which publishes surveys, tutorials, and special reports on all areas of computing research. Volumes are published yearly in four issues appearing in March, June, September, and December.
Palabras clave – provistas por la editorial

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Institución detectada Período Navegá Descargá Solicitá
No detectada desde mar. 1969 / hasta dic. 2023 ACM Digital Library

Información

Tipo de recurso:

revistas

ISSN impreso

0360-0300

ISSN electrónico

1557-7341

Editor responsable

Association for Computing Machinery (ACM)

País de edición

Estados Unidos

Fecha de publicación

Tabla de contenidos

Consistency in Non-Transactional Distributed Storage Systems

Paolo Viotti; Marko Vukolić

<jats:p> Over the years, different meanings have been associated with the word <jats:italic>consistency</jats:italic> in the distributed systems community. While in the ’80s “consistency” typically meant <jats:italic>strong consistency</jats:italic> , later defined also as <jats:italic>linearizability</jats:italic> , in recent years, with the advent of highly available and scalable systems, the notion of “consistency” has been at the same time both weakened and blurred. </jats:p> <jats:p> In this article, we aim to fill the void in the literature by providing a structured and comprehensive overview of different consistency notions that appeared in distributed systems, and in particular <jats:italic>storage</jats:italic> systems research, in the last four decades. We overview more than 50 different consistency notions, ranging from linearizability to eventual and weak consistency, defining precisely many of these, in particular where the previous definitions were ambiguous. We further provide a partial order among different consistency predicates, ordering them by their semantic “strength,” which we believe will be useful in future research. Finally, we map the consistency semantics to different practical systems and research prototypes. </jats:p> <jats:p>The scope of this article is restricted to non-transactional semantics, that is, those that apply to single storage object operations. As such, our article complements the existing surveys done in the context of transactional, database consistency semantics.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-34

Visualizing Natural Language Descriptions

Kaveh Hassani; Won-Sook Lee

<jats:p>A natural language interface exploits the conceptual simplicity and naturalness of the language to create a high-level user-friendly communication channel between humans and machines. One of the promising applications of such interfaces is generating visual interpretations of semantic content of a given natural language that can be then visualized either as a static scene or a dynamic animation. This survey discusses requirements and challenges of developing such systems and reports 26 graphical systems that exploit natural language interfaces and addresses both artificial intelligence and visualization aspects. This work serves as a frame of reference to researchers and to enable further advances in the field.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-34

Understanding Graph-Based Trust Evaluation in Online Social Networks

Wenjun Jiang; Guojun Wang; Md Zakirul Alam Bhuiyan; Jie Wu

<jats:p>Online Social Networks (OSNs) are becoming a popular method of meeting people and keeping in touch with friends. OSNs resort to trust evaluation models and algorithms to improve service quality and enhance user experiences. Much research has been done to evaluate trust and predict the trustworthiness of a target, usually from the view of a source. Graph-based approaches make up a major portion of the existing works, in which the trust value is calculated through a trusted graph (or trusted network, web of trust, or multiple trust chains). In this article, we focus on graph-based trust evaluation models in OSNs, particularly in the computer science literature. We first summarize the features of OSNs and the properties of trust. Then we comparatively review two categories of graph-simplification-based and graph-analogy-based approaches and discuss their individual problems and challenges. We also analyze the common challenges of all graph-based models. To provide an integrated view of trust evaluation, we conduct a brief review of its pre- and postprocesses (i.e., the preparation and validation of trust models, including information collection, performance evaluation, and related applications). Finally, we identify some open challenges that all trust models are facing.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-35

Measuring and Predicting Search Engine Users’ Satisfaction

Ovidiu Dan; Brian D. Davison

<jats:p>Search satisfaction is defined as the fulfillment of a user’s information need. Characterizing and predicting the satisfaction of search engine users is vital for improving ranking models, increasing user retention rates, and growing market share. This article provides an overview of the research areas related to user satisfaction. First, we show that whenever users choose to defect from one search engine to another they do so mostly due to dissatisfaction with the search results. We also describe several search engine switching prediction methods, which could help search engines retain more users. Second, we discuss research on the difference between good and bad abandonment, which shows that in approximately 30% of all abandoned searches the users are in fact satisfied with the results. Third, we catalog techniques to determine queries and groups of queries that are underperforming in terms of user satisfaction. This can help improve search engines by developing specialized rankers for these query patterns. Fourth, we detail how task difficulty affects user behavior and how task difficulty can be predicted. Fifth, we characterize satisfaction and we compare major satisfaction prediction algorithms.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-35

Survey On Software Design-Pattern Specification Languages

Salman Khwaja; Mohammad Alshayeb

<jats:p>A design pattern is a well-defined solution to a recurrent problem. Over the years, the number of patterns and domains of design patterns have expanded, as the patterns are the experiences of the experts of the domain captured in a higher-level abstraction. This led others to work on languages for design patterns to systematically document abstraction detailed in the design pattern rather than capture algorithms and data. These design-pattern specification languages come in different flavors, targeting different aspects of design patterns. Some design-pattern specification languages tried to capture the description of the design pattern in graphical or textual format, others tried to discover design patterns in code or design diagrams, and still other design-pattern specification languages have other objectives. However, so far, no effort has been made to compare these design-pattern specification languages and identify their strengths and weaknesses. This article provides a survey and a comparison between existing design-pattern specification languages using a design-pattern specification language evaluation framework. Analysis is done by grouping the design-pattern specification languages into different categories. In addition, a brief description is provided regarding the tools available for the design-pattern specification languages. Finally, we identify some open research issues that still need to be resolved.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-35

Handling Boot Storms in Virtualized Data Centers—A Survey

Durgesh Samant; Umesh Bellur

<jats:p>Large-scale virtual machine (VM) deployment in virtualized data centers is a very slow process. This is primarily due to the resource bottlenecks that are created at the storage, network, and host physical machines when a large number of VMs are requested simultaneously. For companies that provide virtual desktops to their employees, it is common to encounter such requests each day, when their employees turn up for work. In addition, a large number of VMs are often required to be deployed instantly, in order to absorb a spike in the workload, at online e-commerce websites. In such scenarios, long deployment times are unacceptable, and reducing them is of paramount importance. In this article, we first abstract out the key techniques suggested in the literature to speed up this deployment process. We follow this with a classification of these techniques into a taxonomy and propose a framework that can be used to compare them. Finally, we identify problem areas that warrant further research and bring out the shortcomings of the current state-of-the-art solutions.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-36

Foundations of Session Types and Behavioural Contracts

Hans Hüttel; Ivan Lanese; Vasco T. Vasconcelos; Luís Caires; Marco Carbone; Pierre-Malo Deniélou; Dimitris Mostrous; Luca Padovani; António Ravara; Emilio Tuosto; Hugo Torres Vieira; Gianluigi Zavattaro

<jats:p>Behavioural type systems, usually associated to concurrent or distributed computations, encompass concepts such as interfaces, communication protocols, and contracts, in addition to the traditional input/output operations. The behavioural type of a software component specifies its expected patterns of interaction using expressive type languages, so types can be used to determine automatically whether the component interacts correctly with other components. Two related important notions of behavioural types are those of session types and behavioural contracts. This article surveys the main accomplishments of the last 20 years within these two approaches.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-36

Computational Health Informatics in the Big Data Age

Ruogu Fang; Samira Pouyanfar; Yimin Yang; Shu-Ching Chen; S. S. Iyengar

<jats:p>The explosive growth and widespread accessibility of digital health data have led to a surge of research activity in the healthcare and data sciences fields. The conventional approaches for health data management have achieved limited success as they are incapable of handling the huge amount of complex data with high volume, high velocity, and high variety. This article presents a comprehensive overview of the existing challenges, techniques, and future directions for computational health informatics in the big data age, with a structured analysis of the historical and state-of-the-art methods. We have summarized the challenges into four Vs (i.e., volume, velocity, variety, and veracity) and proposed a systematic data-processing pipeline for generic big data in health informatics, covering data capturing, storing, sharing, analyzing, searching, and decision support. Specifically, numerous techniques and algorithms in machine learning are categorized and compared. On the basis of this material, we identify and discuss the essential prospects lying ahead for computational health informatics in this big data age.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-36

Protecting Software through Obfuscation

Sebastian Schrittwieser; Stefan Katzenbeisser; Johannes Kinder; Georg Merzdovnik; Edgar Weippl

<jats:p>Software obfuscation has always been a controversially discussed research area. While theoretical results indicate that provably secure obfuscation in general is impossible, its widespread application in malware and commercial software shows that it is nevertheless popular in practice. Still, it remains largely unexplored to what extent today’s software obfuscations keep up with state-of-the-art code analysis and where we stand in the arms race between software developers and code analysts. The main goal of this survey is to analyze the effectiveness of different classes of software obfuscation against the continuously improving deobfuscation techniques and off-the-shelf code analysis tools.</jats:p> <jats:p>The answer very much depends on the goals of the analyst and the available resources. On the one hand, many forms of lightweight static analysis have difficulties with even basic obfuscation schemes, which explains the unbroken popularity of obfuscation among malware writers. On the other hand, more expensive analysis techniques, in particular when used interactively by a human analyst, can easily defeat many obfuscations. As a result, software obfuscation for the purpose of intellectual property protection remains highly challenging.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-37

Recent Advances in Camera Planning for Large Area Surveillance

Junbin Liu; Sridha Sridharan; Clinton Fookes

<jats:p>With recent advances in consumer electronics and the increasingly urgent need for public security, camera networks have evolved from their early role of providing simple and static monitoring to current complex systems capable of obtaining extensive video information for intelligent processing, such as target localization, identification, and tracking. In all cases, it is of vital importance that the optimal camera configuration (i.e., optimal location, orientation, etc.) is determined before cameras are deployed as a suboptimal placement solution will adversely affect intelligent video surveillance and video analytic algorithms. The optimal configuration may also provide substantial savings on the total number of cameras required to achieve the same level of utility.</jats:p> <jats:p>In this article, we examine most, if not all, of the recent approaches (post 2000) addressing camera placement in a structured manner. We believe that our work can serve as a first point of entry for readers wishing to start researching into this area or engineers who need to design a camera system in practice. To this end, we attempt to provide a complete study of relevant formulation strategies and brief introductions to most commonly used optimization techniques by researchers in this field. We hope our work to be inspirational to spark new ideas in the field.</jats:p>

Palabras clave: General Computer Science; Theoretical Computer Science.

Pp. 1-37