Deductive and Analogical Reasoning on a Semantically Embedded Knowledge Graph

被引：2
|
作者：
Summers-Stay, Douglas [1 ]
机构：
[1] US Army, Res Lab, Adelphi, MD 20783 USA
来源：
ARTIFICIAL GENERAL INTELLIGENCE: 10TH INTERNATIONAL CONFERENCE, AGI 2017 | 2017年 / 10414卷
关键词：
Semantic vectors; Reasoning; Knowledge graphs; Knowledge bases; Analogy;
D O I：
10.1007/978-3-319-63703-7_11
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Representing knowledge as high-dimensional vectors in a continuous semantic vector space can help overcome the brittleness and incompleteness of traditional knowledge bases. We present a method for performing deductive reasoning directly in such a vector space, combining analogy, association, and deduction in a straightforward way at each step in a chain of reasoning, drawing on knowledge from diverse sources and ontologies.
引用
收藏
页码：112 / 122
页数：11
相关论文
共 50 条
  • [1] ARL: analogical reinforcement learning for knowledge graph reasoning
    Xia, Nan
    Wang, Yin
    Zhang, Run-Fa
    Luo, Xiangfeng
    DATA MINING AND KNOWLEDGE DISCOVERY, 2025, 39 (01) : 1 - 22
  • [2] Knowledge representation and analogical reasoning
    Klix, F
    Bachmann, T
    INTERNATIONAL JOURNAL OF PSYCHOLOGY, 1996, 31 (3-4) : 3184 - 3184
  • [3] A knowledge graph embedding model based on multi-level analogical reasoning
    Zhao, Xiaofei
    Yang, Mengqian
    Yang, Hongji
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2024, 27 (08): : 10553 - 10567
  • [4] A Semantically Enhanced Knowledge Discovery Method for Knowledge Graph Based on Adjacency Fuzzy Predicates Reasoning
    Li, Pu
    INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS, 2023, 19 (01)
  • [5] Analogical reasoning in restructuring scientific knowledge
    Mason, L
    Sorzio, P
    EUROPEAN JOURNAL OF PSYCHOLOGY OF EDUCATION, 1996, 11 (01) : 3 - 23
  • [6] DeepGAR: Deep Graph Learning for Analogical Reasoning
    Ling, Chen
    Chowdhury, Tanmoy
    Jiang, Junji
    Wang, Junxiang
    Zhang, Xuchao
    Chen, Haifeng
    Zhao, Liang
    2022 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2022, : 1065 - 1070
  • [7] Semantically Smooth Knowledge Graph Embedding
    Guo, Shu
    Wang, Quan
    Wang, Bin
    Wang, Lihong
    Guo, Li
    PROCEEDINGS OF THE 53RD ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 7TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING, VOL 1, 2015, : 84 - 94
  • [8] Analogical reasoning in knowledge-based systems
    Zhou, HH
    CRITICAL TECHNOLOGY: PROCEEDINGS OF THE THIRD WORLD CONGRESS ON EXPERT SYSTEMS, VOLS I AND II, 1996, : 1136 - 1142
  • [9] ANALOGICAL REASONING FROM CHEMICAL KNOWLEDGE BASES
    WIPKE, WT
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1989, 197 : 10 - CINF
  • [10] ANALOGICAL REASONING AND KNOWLEDGE GENERATION IN ORGANIZATION THEORY
    TSOUKAS, H
    ORGANIZATION STUDIES, 1993, 14 (03) : 323 - 346
12345