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检索条件"主题词=NoSQL databases"

共 339 条记录，以下是271-280 订阅

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Automatic Detection of nosql Injection Using Supervised Learning

Automatic Detection of NoSQL Injection Using Supervised Lear...

引用

IEEE Annual International Computer Software and Applications Conference (COMPSAC)

作者： Md Rafid Ul Islam Md. Saiful Islam Zakaria Ahmed Anindya Iqbal Rifat Shahriyar Department of Computer Science and Engineering Bangladesh University of Engineering and Technology Dhaka Bangladesh

With the advancement in big data, nosql databases are enjoying ever-growing popularity. The increasing use of this technology in large applications also brings security concerns to the fore. Historically, SQL injection has been one of the major security threats over the years. Recent studies reveal that nosql databases also have become vulnerable to injections. However, nosql security is yet to receive the attention it deserves from the industry or academia. In this work, we develop a tool for detecting nosql injections using supervised learning. To the best of our knowledge, our developed training dataset on nosql injection is the first of its kind. We manually design important features and apply various supervised learning algorithms. Our tool has achieved 0.93 F 2 -score as established by 10-fold cross-validation. We also apply our tool to a nosql injection generating tool, nosqlMap and find that our tool outperforms Sqreen, the only available nosql injection detection tool, by 36.25% in terms of detection rate. The proposed technique is also shown to be database-agnostic achieving similar performance with injection on MongoDB and CouchDB databases.

关键词： Tools nosql databases Password Supervised learning SQL injection

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Geographic data in a graph oriented database: A study with Neo4j and PostgreSQL

Geographic data in a graph oriented database: A study with N...

引用

Iberian Conference on Information Systems and Technologies (CISTI)

作者： Evandro Roberto Maristela Terto de Holanda Aletéia P. F. de Araújo Marcio Victorino Departamento de Ciência da Computação Universidade de Brasília (UnB) Brasília Brasil

ISBN: (纸本)9781509050475

Graph databases, similar to other nosql approaches, have emerged as an alternative to solve specific problems ill fitted to relational models. The huge amounts of data produced, and the high capability for horizontal scalability provided by nosql databases has led to the increasing adoption of these systems, which can now be adapted to support geographic data. This article presents an analysis on the behavior of a graph oriented geographic databases compared to those designed with a relational model, using the database management systems PostgreSQL/PostGIS and Neo4j.

关键词： Adaptation models Visualization Java Computational modeling Scalability nosql databases

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A Homomorphic Searching Scheme For Sensitive Data In nosql Database

A Homomorphic Searching Scheme For Sensitive Data In NoSQL D...

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IEEE/ACM Int'l Conference on & Int'l Conference on Cyber, Physical and Social Computing (CPSCom) Green Computing and Communications (GreenCom)

作者： Baohua Huang Sheng Liang Dongdong Xu Zhuohao Wan School of Computer and Electronic Information Guangxi University Nanning Guangxi China

nosql database system is widely used in Big Data environment for its high performance and scalability. Due to the width of usage of nosql database, it is inevitable to store sensitive data in it. Utilizing homomorphic encryption, sensitive data can be encrypted and calculated in the form of ciphertext to preserve privacy. Although calculating on homomorphically encrypted data is possible, searching on these data is not simple for the calculating results are encrypted and the search engine doesn't know what data should be sent back to the requester. A homomorphic searching scheme is proposed to handle this problem. In this scheme, the searching function is divided into two parts named homomorphic comparing and homomorphic decryption. The homomorphic comparing is executed by the encrypted data holder, and the homomorphic decryption is executed by the key holder. With this scheme, encrypted data holder can only get encrypted data and calculate the encrypted differences of these data, and the key holder can only get the encrypted differences and decrypt them. A sample implementation of the scheme with MongoDB is given. Analysis and experimental results show that the proposed scheme is secure and practical.

关键词： Encryption nosql databases Search engines Big Data

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NVCL: Exploiting NVRAM in Cache-Line Granularity Differential Logging

NVCL: Exploiting NVRAM in Cache-Line Granularity Differentia...

引用

IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA)

作者： Mingzhe Zhang Xin Yao Cho-Li Wang The University of Hong Kong

ISBN: (纸本)9781538674048

Emerging byte-addressable non-volatile memory is considered an alternative storage device for persistence guarantee with high performance. In this work, we design NVCL (NVRAM Cache-Line Granularity Logging) and develop it in Redis. The proposed NVCL exploits the cache-line flush granularity of NVRAM to maintain the write-ahead differential log and is able to flush non-continuous dirty cache lines to guarantee persistence. NVCL effectively reduces the size of persistent logs by only flushing updated data in every memory page. We measured the performance on an Intel machine with a 16 GiB non-volatile dual in-line memory module (NVDIMM). Our performance study shows that NVCL can save up to 127× NVRAM writes and shows 84% speedup comparing to Redis append-only-file logging mechanism. NVCL also reduces up to 50% NVRAM writes and achieves 15% speedup over state-of-the-art logging mechanism NVWAL.

关键词： Nonvolatile memory Random access memory nosql databases Benchmark testing Computer crashes Memory modules

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A Platform for Deploying Multi-agent Deep Reinforcement Learning in Microgrid Distributed Control

A Platform for Deploying Multi-agent Deep Reinforcement Lear...

引用

IEEE General Meeting Power& Energy Society

Distributed control strategies have been attracted significant attention due to numerous advantages over traditional centralized control strategies. The development of deep reinforcement learning method provides a novel approach to control grid without knowing the system's parameters. The training and validating process with grid simulation as environment have been supported by several toolboxes. In this paper, a platform based on redis nosql database is proposed to the deploy the multi-agent system of deep reinforcement learning algorithms for control microgrid in a distributed manner. The accuracy of agent implementation under realistic condition with physical communication network can be evaluated with the proposed platform. The distributed control in islanded DC microgrid using Deep Deterministic Policy Gradient is introduced as an use case to show the operation of the platform.

关键词： Training databases nosql databases Microprocessors Decentralized control Emulation Reinforcement learning

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Profiling and analyzing the I/O performance of nosql DBs 13

Profiling and analyzing the I/O performance of NoSQL DBs

引用

Proceedings of the ACM SIGMETRICS/international conference on Measurement and modeling of computer systems

作者： Jiri Schindler NetApp Waltham MA USA

ISBN: (纸本)9781450319003

The advent of the so-called nosql databases has brought about a new model of using storage systems. While traditional relational database systems took advantage of features offered by centrally-managed, enterprise-class storage arrays, the new generation of database systems with weaker data consistency models is content with using and manag- ing locally attached individual storage devices and providing data reliability and availability through high-level software features and protocols. This tutorial aims to review the architecture of selected nosql DBs to lay the foundations for understanding how these new DB systems behave. In particular, it focuses on how (in)efficiently these new systems use I/O and other resources to accomplish their work. The tutorial examines the behavior of several nosql DBs with an emphasis on Cassandra - a popular nosql DB system. It uses I/O traces and resource utilization profiles captured in private cloud deployments that use both dedicated directly attached storage as well as shared networked storage.

关键词： nosql databases

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Query Optimization for Cloud Database

Query Optimization for Cloud Database

引用

International Conference for Convergence of Technology (I2CT)

作者： Niraja Jain B Raghu V Khanna Bharath University Chennai India SVS Group of Institues Warangal India

ISBN: (纸本)9781728188768;9781728188775

The paper work is mainly focussing on query optimization of database on cloud computing environment. We are also taking care of implementation of such cloud databases on public as well as private cloud system. During the research of this topic, after going through various literatures available, we found that resource allocation on private cloud and public cloud is really a challenging one and also working on cloud databases for optimization on nosql databases through various cluster will be a new concepts of implementation and we wish to see their real-time results based on various operation.

关键词： Cloud computing databases Query processing nosql databases Dynamic scheduling Real-time systems Resource management

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A DISTRIBUTED STORAGE STRATEGY FOR TRAJECTORY DATA BASED ON nosql DATABASE

A DISTRIBUTED STORAGE STRATEGY FOR TRAJECTORY DATA BASED ON ...

引用

IEEE International Geoscience and Remote Sensing Symposium

作者： Yan Zhou Qifan Chen Baoyu Shan Fan Jiang Yuling Pang School of Resources and Environment University of Electric Science and Technology of China Chengdu Sichuan China Unit 69006 of Xinjiang Military Region Urumqi City Xin Jiang China

The trajectory data often contains a large amount of information. So effective storage management is needed to analyze and apply the trajectory data. This paper proposes a distributed storage strategy for the characteristics of trajectory data and the requirement of data balance among distributed nodes. A trajectory data is converted into a rectangle by the MBR to ensure data integrity;and the center of the MBR is calculated for K-Means clustering;then, this paper divides the clustering results by grid and merges the grids with high overlap rate. Finally, a data partitioning strategy is used to store the divided data in each nodes so that the data volume of each node is balance. Experiments show that the proposed distributed storage strategy can effectively take into account the integrity of trajectory data, spatial proximity, data structure flexibility to achieve data balance among each nodes based on distributed nosql database.

关键词： Trajectory Distributed databases Spatial databases nosql databases Data structures Clustering algorithms Data integrity

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A Case Study of Cloud Query Performance Comparison Between SQL and nosql Database

A Case Study of Cloud Query Performance Comparison Between S...

引用

IEEE WIC ACM International Conference on Web Intelligence (WI)

作者： Sheng Chai Zhengrui Qin School of Computer Science and Information Systems Northwest Missouri State University Maryville MO USA

ISBN: (数字)9798331504946

ISBN: (纸本)9798331504953

Large volumes of data present a significant challenge and can lead to high costs for organizations. As datasets grow, the operational efficiency of applications tends to decline, which can result in customer attrition. Therefore, enhancing the performance of applications is crucial for capturing increasingly large amounts of customer data. Cloud computing services provide a practical solution to this performance issue by effectively managing both SQL and nosql databases. This paper outlines a case study aimed at identifying the most effective method for improving application performance with large and continuously expanding datasets. To achieve this, the query performance of SQL and nosql systems are compared. The comparison involves measuring the runtimes of queries executed on SQL and nosql databases hosted in the cloud, using the TPC benchmark. The experiment assesses the response times of both database types, ultimately indicating which method performs better.

关键词： Cloud computing Runtime Costs databases nosql databases Organizations Benchmark testing Time factors Intelligent agents

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An Open Tool Architecture for Security Testing of nosql-Based Applications

An Open Tool Architecture for Security Testing of NoSQL-Base...

引用

ACS/IEEE International Conference on Computer Systems and Applications

作者： Abdullah Algarni Fawaz Alsolami Fathy Eassa Khalid Alsubhi Kamal Jambi Maher Khemakhem CS departement King Abdulaziz University Jeddah Saudi Arabia

Injection attacks remain yet one of the major challenges in non-relational data stores or nosql databases. Indeed, such databases are intended to store big data and are classified into four categories; Key-values Stores, Wide Column Stores, Document Stores, and Graph databases. The different vulnerabilities of these nosql databases have attracted many researchers to attempt solving or mitigating this problem. Unfortunately, extensive experiments have revealed that all proposed approaches and techniques are away from the expectations. This is due mainly to their focusing only either on some parts of the problem or on a specific nosql engine. In this paper, we propose an open tool architecture which can take into consideration any nosql engines belonging to the four data stores categories whatever the programming language used. The proposed tool architecture is able to detect first vulnerable statements in the static mode on the developer side. Second, it detects also automatically injection attacks during run-time on the server side thanks to the added instrumenting statements during the first control (static mode). The easy expansion and adaptation of the proposed tool to any nosql engine and/or any kind of attacks and/or programming languages makes it very attractive compared the existing ones. Indeed nowadays, we observe the emergence of new kinds of attacks once a new security approach or framework or technique is proposed.

关键词： Security nosql databases Big Data Tools Computer architecture Engines

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