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Proceedings of the International Database Engineered Applications Symposium Conference, IDEAS 2023, Heraklion, Crete, Greece, May 5-7, 2023 国际数据库工程应用研讨会论文集,IDEAS 2023, 5月5-7日,希腊克里特岛
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引用次数: 0
A method combining improved Mahalanobis distance and adversarial autoencoder to detect abnormal network traffic 一种结合改进马氏距离和对抗性自编码器的网络异常流量检测方法
Pub Date : 2023-01-01 DOI: 10.1145/3589462.3589489
Ming Li, Dezhi Han, Dun Li
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引用次数: 0
IDEAS'22: International Database Engineered Applications Symposium, Budapest, Hungary, August 22 - 24, 2022 国际数据库工程应用研讨会,布达佩斯,2022年8月22 - 24日
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引用次数: 0
IDEAS 2021: 25th International Database Engineering & Applications Symposium, Montreal, QC, Canada, July 14-16, 2021 IDEAS 2021:第25届国际数据库工程与应用研讨会,加拿大蒙特利尔,QC, 2021年7月14-16日
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引用次数: 0
IDEAS 2020: 24th International Database Engineering & Applications Symposium, Seoul, Republic of Korea, August 12-14, 2020 IDEAS 2020:第24届国际数据库工程与应用研讨会,韩国首尔,2020年8月12-14日
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引用次数: 0
Shaping immigrant and ethnic heritage in North America: ethnic organizations and the documentary heritage 塑造北美移民与民族遗产:民族组织与文献遗产
Dominique Daniel
This article will explore some of the issues that immigrant and ethnic groups have dealt with when tackling the task of archiving – gathering and preserving the documents that tell the group’s story – and that of history- or memory-building through archives, a process I will refer to, for the sake of convenience, as ethnic archiving. The paper will trace the process of ethnic archiving through the case study of three specific groups–Finnish, German and Jewish communities in the United States–in the period preceding and following the ethnic “revival” of the 1960s. These groups were chosen because they illustrate the evolution of ethnic archiving among immigrant groups that arrived in the United States before the 1920s and the adoption of restrictive immigration laws. The similarities and differences these groups display are visible in the groups’ negotiations of, and answers to, the following questions: Who should be responsible for archiving? What should be the purpose of archiving and of the transmission of migration heritage? What should be archived and transmitted? These questions have broad implications for the shaping of history and memory.
本文将探讨移民和少数民族在处理存档任务时所处理的一些问题——收集和保存讲述该群体故事的文件——以及历史——或通过档案建立记忆,为了方便起见,我将把这个过程称为种族存档。本文将通过对美国三个特定群体——芬兰人、德国人和犹太人社区——在20世纪60年代种族“复兴”之前和之后的一段时期的案例研究,追溯种族存档的过程。之所以选择这些群体,是因为它们说明了20世纪20年代之前抵达美国的移民群体的种族档案的演变,以及限制性移民法的采用。这些小组所表现出的相似和不同,在小组对以下问题的协商和回答中是显而易见的:谁应该负责存档?移民遗产的存档和传承的目的应该是什么?什么需要存档和传送?这些问题对历史和记忆的塑造有着广泛的影响。
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引用次数: 9
Cloudy: heterogeneous middleware for in time queries processing 多云:用于实时查询处理的异构中间件
Pub Date : 2013-10-09 DOI: 10.1145/2513591.2513659
P. Martins, Maryam Abbasi, P. Furtado
Parallel share-nothing architectures are currently used to handle large amounts of data arriving in real-time for processing. The continuous increase on data volume and organization, introduce several limitations to scalability and quality of service (QoS) due to processing requirements and joins. Parallelism may improve query performance, however some business require timely results (results not faster or slower than specified) which, even with additional parallelism and significant upgrade costs (both monetary and due to disturbance of normal operations), cannot be guaranteed. We propose a timely-aware execution architecture, Cloudy, which balances data and queries processing among an elastic set of non-dedicated and heterogeneous nodes in order to provide scale-out performance and timely results, nor faster or slower, using both Complex Event Processing (CEP) and database (DB). Data is distributed by nodes accordingly with their hardware characteristics, then a set of layered mechanisms rearrange queries in order to provide in timely results. We present experimental evaluation of Cloudy and demonstrate its ability to provide timely results.
并行无共享架构目前用于处理实时到达的大量数据。由于处理需求和连接,数据量和组织的不断增加给可伸缩性和服务质量(QoS)带来了一些限制。并行性可能会提高查询性能,但是有些业务需要及时的结果(结果不会比指定的更快或更慢),即使有额外的并行性和巨大的升级成本(包括金钱和正常操作的干扰),也无法保证。我们提出了一个及时感知的执行架构,Cloudy,它在一组非专用和异构节点之间平衡数据和查询处理,以便提供横向扩展性能和及时的结果,而不是更快或更慢,同时使用复杂事件处理(CEP)和数据库(DB)。数据由节点根据其硬件特征进行相应的分布,然后一组分层机制重新排列查询,以便及时提供结果。我们介绍了Cloudy的实验评估,并展示了它提供及时结果的能力。
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引用次数: 0
How to exploit the device diversity and database interaction to propose a generic cost model? 如何利用设备的多样性和数据库的交互性来提出通用的成本模型?
Pub Date : 2013-10-09 DOI: 10.1145/2513591.2513660
Ladjel Bellatreche, Salmi Cheikh, S. Breß, Amira Kerkad, Ahcène Boukorca, Jalil Boukhobza
Cost models have been following the life cycle of databases. In the first generation, they have been used by query optimizers, where the cost-based optimization paradigm has been developed and supported by most of important optimizers. The spectacular development of complex decision queries amplifies the interest of the physical design phase (PhD), where cost models are used to select the relevant optimization techniques such as indexes, materialized views, etc. Most of these cost models are usually developed for one storage device (usually disk) with a well identified storage model and ignore the interaction between the different components of databases: interaction between optimization techniques, interaction between queries, interaction between devices, etc. In this paper, we propose a generic cost model for the physical design that can be instantiated for each need. We contribute an ontology describing storage devices. Furthermore, we provide an instantiation of our meta model for two interdependent problems: query scheduling and buffer management. The evaluation results show the applicability of our model as well as its effectiveness.
成本模型一直遵循数据库的生命周期。在第一代中,它们已被查询优化器使用,其中基于成本的优化范例已被大多数重要的优化器开发和支持。复杂决策查询的惊人发展放大了物理设计阶段(PhD)的兴趣,其中成本模型用于选择相关的优化技术,如索引、物化视图等。大多数这些成本模型通常是为具有良好识别的存储模型的存储设备(通常是磁盘)开发的,而忽略了数据库不同组件之间的交互:优化技术之间的交互、查询之间的交互、设备之间的交互等等。在本文中,我们为物理设计提出了一个通用的成本模型,可以为每个需求实例化。我们提供了一个描述存储设备的本体。此外,我们还为两个相互依赖的问题提供了元模型的实例化:查询调度和缓冲区管理。评价结果表明了该模型的适用性和有效性。
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引用次数: 15
Dynamic bitmap index recompression through workload-based optimizations 通过基于工作负载的优化进行动态位图索引再压缩
Pub Date : 2013-10-09 DOI: 10.1145/2513591.2513641
Fredton Doan, David Chiu, Brasil Perez Lukes, Jason Sawin, Gheorghi Guzun, G. Canahuate
Many large-scale read-only databases and data warehouses use bitmap indices in an effort to speed up data analysis. These indices have the dual properties of compressibility and being able to leverage fast bit-wise operations for query processing. Numerous hybrid run-length encoding compression schemes have been proposed that greatly compress the index and enable querying without the need to decompress. Typically, these schemes align their compression with the computer architecture's word size to further accelerate queries. Previously, we introduced Variable Length Compression (VLC), which uses a general encoding that can achieve better compression than word-aligned schemes. However, VLC's querying efficiency can vary widely due to mismatched alignment of compressed columns. In this paper, we present an optimizer which recompresses the bitmap over time. Based on query history, our approach allows the VLC user to specify the priority of compression versus query efficiency, then possibly recompress the bitmap accordingly. In an empirical study using scientific data sets, we showed that our approach was able to achieve both better compression ratios and query speedup over WAH and PLWAH. On the largest data set, our VLC optimizer compressed up to 1.73x better than WAH, and 1.46x over PLWAH. We also show a slight improvement in query efficiency in most experiments, while observing lucrative (11x to 16x) speedup in special cases.
许多大型只读数据库和数据仓库使用位图索引来加快数据分析。这些索引具有可压缩性和能够利用快速逐位操作进行查询处理的双重属性。已经提出了许多混合游程长度编码压缩方案,这些方案大大压缩了索引,并且无需解压缩即可进行查询。通常,这些方案将其压缩与计算机体系结构的单词大小对齐,以进一步加速查询。在前面,我们介绍了可变长度压缩(VLC),它使用一种通用编码,可以实现比字对齐方案更好的压缩。然而,由于压缩列的不匹配对齐,VLC的查询效率可能会有很大差异。在本文中,我们提出了一个优化器,它可以随着时间的推移重新压缩位图。基于查询历史,我们的方法允许VLC用户指定压缩与查询效率的优先级,然后可能相应地重新压缩位图。在使用科学数据集的实证研究中,我们表明我们的方法能够实现比WAH和PLWAH更好的压缩比和查询加速。在最大的数据集上,我们的VLC优化器比WAH压缩了1.73倍,比PLWAH压缩了1.46倍。我们还在大多数实验中显示了查询效率的轻微提高,同时在特殊情况下观察到可观的(11到16倍)加速。
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引用次数: 1
On the efficiency of multiple range query processing in multidimensional data structures 多维数据结构中多范围查询处理的效率研究
Pub Date : 2013-10-09 DOI: 10.1145/2513591.2513656
P. Chovanec, M. Krátký
Multidimensional data are commonly utilized in many application areas like electronic shopping, cartography and many others. These data structures support various types of queries, e.g. point or range query. The range query retrieves all tuples of a multidimensional space matched by a query rectangle. Processing range queries in a multidimensional data structure has some performance issues, especially in the case of a higher space dimension or a lower query selectivity. As result, these data are often stored in an array or one-dimensional index like B-tree and range queries are processed with a sequence scan. Many real world queries can be transformed to a multiple range query: the query including more than one query rectangle. In this article, we aim our effort to processing of this type of the range query. First, we show an algorithm processing a sequence of range queries. Second, we introduce a special type of the multiple range query, the Cartesian range query. We show optimality of these algorithms from the IO and CPU costs point of view and we compare their performance with current methods. Although we introduce these algorithms for the R-tree, we show that these algorithms are appropriate for all multidimensional data structures with nested regions.
多维数据通常用于许多应用领域,如电子购物、制图和许多其他领域。这些数据结构支持各种类型的查询,例如点查询或范围查询。范围查询检索与查询矩形匹配的多维空间的所有元组。在多维数据结构中处理范围查询存在一些性能问题,特别是在空间维度较高或查询选择性较低的情况下。因此,这些数据通常存储在数组或一维索引(如B-tree)中,并且使用序列扫描处理范围查询。许多现实世界的查询可以转换为多范围查询:查询包含多个查询矩形。在本文中,我们将努力处理这种类型的范围查询。首先,我们展示了一个处理一系列范围查询的算法。其次,介绍了一种特殊类型的多范围查询,即笛卡尔范围查询。我们从IO和CPU成本的角度展示了这些算法的最优性,并将它们的性能与当前方法进行了比较。虽然我们为r树引入了这些算法,但我们表明这些算法适用于所有具有嵌套区域的多维数据结构。
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引用次数: 4
期刊
Proceedings. International Database Engineering and Applications Symposium
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