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- ArticleDecember 2024
First Past the Post: Evaluating Query Optimization in MongoDB
AbstractQuery optimization is crucial for every DBMS to enable fast execution of declarative queries. While most DBMS designs include cost-based query optimization, MongoDB chooses an execution plan by what we call “first past the post” (FPTP) query ...
- ArticleJuly 2024
Enhancement of Database Access Performance by Improving Data Consistency in a Non-relational Database System (NoSQL)
Computational Science and Its Applications – ICCSA 2024 WorkshopsPages 194–205https://doi.org/10.1007/978-3-031-65223-3_13AbstractThis study aims to improve data consistency in NoSQL databases, which traditionally follow BASE properties instead of the strong consistency guaranteed by ACID principles in RDBMS. We have developed a four-stage server-side model specifically for ...
- research-articleJune 2024
Towards Comprehending Energy Consumption of Database Management Systems - A Tool and Empirical Study
EASE '24: Proceedings of the 28th International Conference on Evaluation and Assessment in Software EngineeringPages 272–281https://doi.org/10.1145/3661167.3661174In the dynamic landscape of contemporary data-driven technologies, software systems depend significantly on vast datasets and ongoing data center operations that utilize diverse database systems to facilitate computationally intensive tasks. The ...
- research-articleApril 2024
Optimal Index Selection Using Optimized Deep Q-Learning Algorithm for NoSQL Database
AbstractThe resource requirements for managing the data for sophisticated applications have increased as big data technology has advanced. NoSQL (MongoDB) databases are being used increasingly frequently as a result of the desire for high-performance ...
- research-articleApril 2024
Low Code Approach for Business Analytics
Procedia Computer Science (PROCS), Volume 231, Issue CPages 421–426https://doi.org/10.1016/j.procs.2023.12.228AbstractLow-code is an approach to programming that seeks to enable the creation of artefacts by both programmers and non-programmers. It enables the rapid creation and delivery of applications with minimal effort to write in a programming language as ...
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- ArticleDecember 2023
A Survey on Security Threats and Mitigation Strategies for NoSQL Databases: MongoDB as a Use Case
AbstractWith the advent of IoT devices, cloud computing, accessible mobile devices, social networking sites and other advancements in technology a huge amount of data is being generated. NoSQL databases were evolved to provide a better storage capability, ...
- research-articleFebruary 2024
Smart Waste Management Using Microservices and Container-based Virtualization
PCI '23: Proceedings of the 27th Pan-Hellenic Conference on Progress in Computing and InformaticsPages 185–192https://doi.org/10.1145/3635059.3635088One of the most significant issues associated with smart city applications is solid waste management, which has a negative impact on our society's health and the environment. In this paper, a smart waste bin management approach with novel architectural ...
- research-articleSeptember 2023
Schema generation for document stores using workload-driven approach
The Journal of Supercomputing (JSCO), Volume 80, Issue 3Pages 4000–4048https://doi.org/10.1007/s11227-023-05613-5AbstractAlthough there are numerous data modeling tools for relational databases, data modeling for NoSQL databases has seen another perspective. These databases (a) do not define any explicit schema, (b) store data in a denormalized manner, and (c) give ...
- articleJuly 2023
Effective Information Retrieval Framework for Twitter Data Analytics
International Journal of Information Retrieval Research (IJIRR-IGI), Volume 13, Issue 1Pages 1–21https://doi.org/10.4018/IJIRR.325798The widespread adoption of opinion mining and sentiment analysis in higher cognitive processes encourages the need for real time processing of social media data to capture the insights about user's sentiment polarity, user's opinions, and current ...
- short-paperJune 2023
Student's Learning Challenges with Relational, Document, and Graph Query Languages
DataEd '23: Proceedings of the 2nd International Workshop on Data Systems Education: Bridging education practice with education researchPages 30–36https://doi.org/10.1145/3596673.3596976As the need for database management skills continues to grow, there is an increasing demand for education on database models and their corresponding query languages. However, the body of research addressing the difficulties encountered by novice ...
- research-articleFebruary 2023
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases
AbstractThe proliferation of geospatial applications has tremendously increased the variety, velocity, and volume of spatial data that data stores have to manage. Traditional relational databases reveal limitations in handling such big ...
- research-articleJune 2023
IoT-BASED CLIMATE CHANGE PREDICTION SYSTEM
ICSCA '23: Proceedings of the 2023 12th International Conference on Software and Computer ApplicationsPages 227–233https://doi.org/10.1145/3587828.3587862Climate change is one of the most significant challenges to every country's development, ravaging havoc on the lives of all people on this planet. Researchers have raised numerous research and studies of strategies for tracking climate change. The ...
- posterJanuary 2023
A workload-driven approach for automatic schema generation for document stores
CODS-COMAD '23: Proceedings of the 6th Joint International Conference on Data Science & Management of Data (10th ACM IKDD CODS and 28th COMAD)Page 133https://doi.org/10.1145/3570991.3570996NoSQL data modeling issues always rely on rules of thumb and require expert assistance to design the schema in a manner that optimizes the performance of the application. This paper seeks to develop a schema design model for a NoSQL database with the ...
- research-articleJanuary 2023
System design for a near real-time Caribbean Sargassum monitoring platform in the National Laboratory for Earth Observation (LANOT), Mexico. Implementing Spatial Data Science Tools.
Procedia Computer Science (PROCS), Volume 221, Issue CPages 292–299https://doi.org/10.1016/j.procs.2023.07.040AbstractA sudden change in global and regional environmental conditions has triggered the invasion of Sargassum algae in parts of the Caribbean coasts since 2014. To date, it has not been possible to revert the trend of seasonal Sargassum invasion, but ...
- research-articleDecember 2022
Distributed real-time ETL architecture for unstructured big data
Knowledge and Information Systems (KAIS), Volume 64, Issue 12Pages 3419–3445https://doi.org/10.1007/s10115-022-01757-7AbstractReal-time extract transform load (ETL) is the integral part of increasing demand of faster business decisions targeting large number of modern applications. Multi-source unstructured data stream extraction and transformation using disk data in ...
- research-articleSeptember 2022
Decomposing Twitter Graphs Based On Hashtag Trajectories: Mining And Clustering Paths Over MongoDB
- Georgios Drakopoulos,
- Aristeidis Karras,
- Christos Karras,
- Konstantinos Giotopoulos,
- Phivos Mylonas,
- Spyros Sioutas
SETN '22: Proceedings of the 12th Hellenic Conference on Artificial IntelligenceArticle No.: 27, Pages 1–8https://doi.org/10.1145/3549737.3549768Social media are widely considered as reflecting to a great extent human behavior including thoughts, emotions, as well as reactions to events. Consequently social media analysis relies heavily on examining the interaction between accounts. This work ...
- ArticleJuly 2022
NoSql Database Optimization Based on Metadata About Queries and Relationships Between Objects
Computational Science and Its Applications – ICCSA 2022 WorkshopsPages 588–602https://doi.org/10.1007/978-3-031-10542-5_40AbstractMost experts in the field of big data agree that the volume of data generated by various devices will increase exponentially in the future. Therefore, there is no doubt the relevance of solving the problem of data storage in such a way that access ...
- short-paperJune 2022
Teaching Data Models with TriQL
DataEd '22: Proceedings of the 1st International Workshop on Data Systems EducationPages 16–21https://doi.org/10.1145/3531072.3535320With the abundance of database systems implementing various data models, such as the relational, graph, and document-oriented models, learners often find it challenging to understand the trade-offs between different data models and to decide which ...
- articleMarch 2022
ICHC Framework: NoSql Data Model and a Microservices-Based Solution for a Cultural Heritage Platform
International Journal of Software Innovation (IJSI), Volume 10, Issue 1Pages 1–16https://doi.org/10.4018/IJSI.293272The Goal in this paper is to propose a cultural heritage data model and evolve towards the creation of a framework based on MongoDB that will allow to manage a JSON model representing the cultural heritage of a city ICHC (Intelligent Cultural Heritage ...
- research-articleFebruary 2022
Checking Causal Consistency of MongoDB
Journal of Computer Science and Technology (JCST), Volume 37, Issue 1Pages 128–146https://doi.org/10.1007/s11390-021-1662-8AbstractMongoDB is one of the first commercial distributed databases that support causal consistency. Its implementation of causal consistency combines several research ideas for achieving scalability, fault tolerance, and security. Given its inherent ...