On Bringing Case-Based Reasoning Methodology to Deep Learning

被引：9
|
作者：
Leake, David [1 ]
Crandall, David [1 ]
机构：
[1] Indiana Univ, Luddy Sch Informat Comp & Engn, Bloomington, IN 47408 USA
来源：
CASE-BASED REASONING RESEARCH AND DEVELOPMENT, ICCBR 2020 | 2020年 / 12311卷
关键词：
Automated machine learning; Case-based reasoning methodology; Challenge problems; Deep learning; Integrations; Pipelines;
D O I：
10.1007/978-3-030-58342-2_22
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The case-based reasoning community is successfully pursuing multiple approaches for applying deep learning methods to advance case-based reasoning. This "Challenges and Promises" paper argues for a complementary endeavor: pursuing ways that the case-based reasoning methodology can advance deep learning. Starting from challenges in deep learning and proposed neural-symbolic integrations based on specific technologies, it proposes studying how CBR ideas can inform choices of components for a new reasoning pipeline.
引用
收藏
页码：343 / 348
页数：6
相关论文
共 50 条
  • [1] Case-based reasoning is a methodology not a technology
    Watson, I
    [J]. KNOWLEDGE-BASED SYSTEMS, 1999, 12 (5-6) : 303 - 308
  • [2] Qualitative case-based reasoning and learning
    Donadon Homem, Thiago Pedro
    Santos, Paulo Eduardo
    Reali Costa, Anna Helena
    da Costa Bianchi, Reinaldo Augusto
    de Mantaras, Ramon Lopez
    [J]. ARTIFICIAL INTELLIGENCE, 2020, 283
  • [3] Case-Based Reasoning in Transfer Learning
    Aha, David W.
    Molineaux, Matthew
    Sukthankar, Gita
    [J]. CASE-BASED REASONING RESEARCH AND DEVELOPMENT, PROCEEDINGS, 2009, 5650 : 29 - +
  • [4] System Forecast using a Case-Based Reasoning Methodology
    Rocha, Guilherme Conceicao
    Kienitz, Karl Heinz
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2011, : 1574 - 1579
  • [5] Deep learning and case-based reasoning for predictive and adaptive traffic emergency management
    Ali Louati
    Hassen Louati
    Zhaojian Li
    [J]. The Journal of Supercomputing, 2021, 77 : 4389 - 4418
  • [6] Deep learning and case-based reasoning for predictive and adaptive traffic emergency management
    Louati, Ali
    Louati, Hassen
    Li, Zhaojian
    [J]. JOURNAL OF SUPERCOMPUTING, 2021, 77 (05): : 4389 - 4418
  • [7] Synergies Between Case-Based Reasoning and Deep Learning for Survival Analysis in Oncology
    Bichindaritz, Isabelle
    Liu, Guanghui
    [J]. CASE-BASED REASONING RESEARCH AND DEVELOPMENT, ICCBR 2023, 2023, 14141 : 19 - 33
  • [8] A Case-Based Reasoning Model Powered by Deep Learning for Radiology Report Recommendation
    Amador-Dominguez, Elvira
    Serrano, Emilio
    Manrique, Daniel
    Bajo, Javier
    [J]. INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE, 2021, 7 (02): : 15 - 26
  • [9] Learning taxonomic relation by case-based reasoning
    Satoh, K
    [J]. THEORETICAL COMPUTER SCIENCE, 2005, 348 (01) : 58 - 69
  • [10] Adaptation rule learning for case-based reasoning
    Li, Huan
    Li, Xin
    Hu, Dawei
    Ha, Tianyong
    Wenyin, Liu
    Chen, Xiaoping
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2009, 21 (05): : 673 - 689
12345