Elevating Semantic Exploration: A Novel Approach Utilizing Distributed Repositories
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arXiv
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866916722453250048 |
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| author | Bellandi, Valerio |
| author_facet | Bellandi, Valerio |
| contents | Centralized and distributed systems are two main approaches to organizing ICT infrastructure, each with its pros and cons. Centralized systems concentrate resources in one location, making management easier but creating single points of failure. Distributed systems, on the other hand, spread resources across multiple nodes, offering better scalability and fault tolerance, but requiring more complex management. The choice between them depends on factors like application needs, scalability, and data sensitivity. Centralized systems suit applications with limited scalability and centralized control, while distributed systems excel in large-scale environments requiring high availability and performance. This paper explores a distributed document repository system developed for the Italian Ministry of Justice, using edge repositories to analyze textual data and metadata, enhancing semantic exploration capabilities. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2505_03443 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Elevating Semantic Exploration: A Novel Approach Utilizing Distributed Repositories Bellandi, Valerio Distributed, Parallel, and Cluster Computing Artificial Intelligence Computation and Language Centralized and distributed systems are two main approaches to organizing ICT infrastructure, each with its pros and cons. Centralized systems concentrate resources in one location, making management easier but creating single points of failure. Distributed systems, on the other hand, spread resources across multiple nodes, offering better scalability and fault tolerance, but requiring more complex management. The choice between them depends on factors like application needs, scalability, and data sensitivity. Centralized systems suit applications with limited scalability and centralized control, while distributed systems excel in large-scale environments requiring high availability and performance. This paper explores a distributed document repository system developed for the Italian Ministry of Justice, using edge repositories to analyze textual data and metadata, enhancing semantic exploration capabilities. |
| title | Elevating Semantic Exploration: A Novel Approach Utilizing Distributed Repositories |
| topic | Distributed, Parallel, and Cluster Computing Artificial Intelligence Computation and Language |
| url | https://arxiv.org/abs/2505.03443 |