Domain-specific knowledge graphs: A survey
نویسندگان
چکیده
Knowledge Graphs (KGs) have made a qualitative leap and effected real revolution in knowledge representation. This is leveraged by the underlying structure of KG which underpins better comprehension, reasoning interpretation for both human machine. Therefore, KGs continue to be used as main means tackling plethora real-life problems various domains. However, there no consensus regard plausible inclusive definition domain-specific KG. Further, conjunction with several limitations deficiencies, construction approaches are far from perfect. survey first offer comprehensive Also, paper presents thorough review state-of-the-art drawn academic works relevant seven domains knowledge. An examination current reveals range deficiencies. At same time, uncharted territories on research map highlighted tackle extant issues literature point directions future research. • provide an We conduct analysis more than 140 papers approaches, covering The highlights gaps area suggests venues
منابع مشابه
Domain Knowledge Articulation using Integration Graphs
In order to be queried and reused, different domain knowledge bases must be shared using the same representation. In this paper, we introduce a graph-based knowledge model to articulate independently developed ontologies that describe the same application domain. Our knowledge representation formalism is based on a new type of graphs denoted as “hierarchical graphs”. This representation provide...
متن کاملParallel Knowledge Discovery Using Domain Generalization Graphs
Multi-Attribute Generalization is an algorithm for attribute-oriented induction in relational databases using domain generalization graphs. Each node in a domain generalization graph represents a diier-ent way of summarizing the domain values associated with an attribute. When generalizing a set of attributes, we show how a serial implementation of the algorithm generates all possible combinati...
متن کاملMeasuring Demonstrated Potential Domain Knowledge with Knowledge Graphs
Current search and recommendation engines enable us to effectively retrieve a set of documents based on topical relevance. What is not taken into account is the knowledge a user may already have about a topic, e.g., whether information is redundant or whether he/she is able to understand the results. We propose a method to measure demonstrated potential domain knowledge (DPDK) as a proxy for kn...
متن کاملDomain - Specific Knowledge 1 1 Running head : DOMAIN - SPECIFIC KNOWLEDGE Domain - Specific Knowledge and Why Teaching Generic Skills Does not Work
متن کامل
Annotating a Corpus for Building a Domain-specific Knowledge Base
The project described in this paper seeks to develop a knowledge base for the domain of data processing in construction a sub-domain of mechanical engineering based on a corpus of authentic natural language text. Central in this undertaking is the annotation of the relevant linguistic and conceptual units and structures which are to form the basis of the knowledge base. This paper describes the...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Network and Computer Applications
سال: 2021
ISSN: ['1084-8045', '1095-8592']
DOI: https://doi.org/10.1016/j.jnca.2021.103076