A survey on the explainability of supervised machine learning

N Burkart, MF Huber - Journal of Artificial Intelligence Research, 2021 - jair.org
Predictions obtained by, eg, artificial neural networks have a high accuracy but humans
often perceive the models as black boxes. Insights about the decision making are mostly …

[PDF][PDF] 知识图谱构建技术综述

刘峤, 李杨, 段宏, 刘瑶, 秦志光 - 计算机研究与发展, 2016 - cdn.jsdelivr.net
摘要谷歌知识图谱技术近年来引起了广泛关注, 由于公开披露的技术资料较少,
使人一时难以看清该技术的内涵和价值. 从知识图谱的定义和技术架构出发 …

Automatic ontology construction from text: a review from shallow to deep learning trend

FN Al-Aswadi, HY Chan, KH Gan - Artificial Intelligence Review, 2020 - Springer
The explosive growth of textual data on the web coupled with the increase on demand for
ontologies to promote the semantic web, have made the automatic ontology construction …

[PDF][PDF] 知识图谱技术综述

徐增林, 盛泳潘, 贺丽荣, 王雅芳 - 电子科技大学学报, 2016 - researchgate.net
知识图谱技术是人工智能技术的重要组成部分, 其建立的具有语义处理能力与开放互联能力的
知识库, 可在智能搜索, 智能问答, 个性化推荐等智能信息服务中产生应用价值 …

Information extraction meets the semantic web: a survey

JL Martinez-Rodriguez, A Hogan… - Semantic …, 2020 - content.iospress.com
We provide a comprehensive survey of the research literature that applies Information
Extraction techniques in a Semantic Web setting. Works in the intersection of these two …

Modular design patterns for hybrid learning and reasoning systems: a taxonomy, patterns and use cases

M van Bekkum, M de Boer, F van Harmelen… - Applied …, 2021 - Springer
The unification of statistical (data-driven) and symbolic (knowledge-driven) methods is
widely recognized as one of the key challenges of modern AI. Recent years have seen a …

[HTML][HTML] 知识图谱研究综述

黄恒琪, 于娟, 廖晓, 席运江 - 计算机系统应用, 2019 - csa.org.cn
知识图谱是以图的形式表现客观世界中的概念和实体及其之间关系的知识库, 是语义搜索,
智能问答, 决策支持等智能服务的基础技术之一. 目前, 知识图谱的内涵还不够清晰; …

Geodata science-based mineral prospectivity mapping: A review

R Zuo - Natural Resources Research, 2020 - Springer
This paper introduces the concept of geodata science-based mineral prospectivity mapping
(GSMPM), which is based on analyzing the spatial associations between geological …

[图书][B] Publishing and using cultural heritage linked data on the semantic web

E Hyvönen - 2012 - books.google.com
Cultural Heritage (CH) data is syntactically and semantically heterogeneous, multilingual,
semantically rich, and highly interlinked. It is produced in a distributed, open fashion by …

An NLP-based architecture for the autocompletion of partial domain models

L Burgueño, R Clarisó, S Gérard, S Li… - … Conference on Advanced …, 2021 - Springer
Abstract Domain models capture the key concepts and relationships of a business domain.
Typically, domain models are manually defined by software designers in the initial phases of …