查询扩展的语义方法:分类学,挑战和未来的研究方向
Azzah Allahim1,2, Asma Cherif1,3, Abdessamad Imine4
1IT Department, King Abdulaziz University, Faculty of Computing and Information Technology, Jeddah, Saudi Arabia.
PeerJ. Computer science
|March 26, 2025
概括
语义查询扩展通过提供更相关的结果来增强信息检索. 本综述涵盖了最近的进展 (2015-2024年),挑战和未来的方向,有利于基于语言和本体学的方法来改进搜索.
科学领域:
- 信息检索 信息检索
- 自然语言处理自然语言处理.
- 人工智能的人工智能
背景情况:
- 信息检索系统难以处理大量的在线数据.
- 查询扩展技术显著提高了搜索结果的相关性.
- 语义查询扩展提供了更相关和实际的结果.
研究的目的:
- 提供查询扩展方法的全面审查,重点是语义方法.
- 概述最近的语义查询扩展框架 (2015-2024) 以及它们的局限性.
- 讨论实际挑战,并确定语义查询扩展的未来研究方向.
主要方法:
- 关于查询扩展的最新文献的审查,强调语义技术.
- 分析2015年至2024年间开发的框架.
- 讨论基于语言,本体学和人工智能 (AI) 的方法.
主要成果:
- 语义查询扩展显著改善了信息检索.
- 语言方法提供灵活性,而本体学方法适合特定领域的应用.
- 最近的进展侧重于人工智能和查询上下文利用,以获得更好的结果.
结论:
- 语言方法是高度有效和灵活的语义查询扩展.
- 本体论的开发具有针对特定领域的搜索应用的潜力.
- 未来的研究应该利用人工智能和查询上下文来优化扩展查询.
相关概念视频
Taxonomy
73.0K
Taxonomy is the science of defining and naming groups of biological organisms based on shared characteristics. It uses a hierarchy of increasingly inclusive categories with Latin names. The smallest units of taxonomy, species and genus, are used to assign a formal, taxonomic name to each species in a system. This classification system, referred to as binomial nomenclature, was formalized by Carolus Linnaeus in the 18th century.Hierarchy of TaxonomyThe hierarchy that Carolus Linnaeus first...
73.0K
Genomics
35.4K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
35.4K
Cognitivism
1.3K
Cognitive psychology emerged as a significant field in the mid-20th century. It focused on understanding humans' internal mental processes. This approach emphasizes how people perceive, remember, think, and solve problems—elements critical to human cognition.
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process...
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process...
1.3K
The Tree of Life - Bacteria, Archaea, Eukaryotes
31.8K
The “tree of life” describes the evolution of life and the evolutionary relationships between organisms. The root of the tree is the common ancestor to all life on Earth. All other species radiate from this point, much like the branches of a tree. The numerous tips of these branches on the tree of life represent every living, or extant, species. Extinct species, which are species that no longer exist, can be found towards the center of the tree. Currently, these organisms, both...
31.8K
Inductive Reasoning
59.8K
Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
59.8K
The Nativist Approach
29
The nativist approach to infant cognitive development proposes that infants are born with inherent knowledge structures that allow them to interpret the world almost immediately. This perspective contrasts with earlier developmental theories, such as those proposed by Jean Piaget, which emphasized a more gradual acquisition of cognitive abilities through interaction with the environment. One key concept in this approach is object permanence — the understanding that objects continue to...
29


