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Regression learning based on incomplete relationships between attributes

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Publication:781025
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DOI10.1016/j.ins.2017.09.023zbMath1436.68318OpenAlexW2753497084MaRDI QIDQ781025

Jinwei Zhao, Zhenghao Shi, Longlei Dong, Xiuxiu Li, Ruiping Yan, Xinhong Hei, Yu Liu

Publication date: 16 July 2020

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2017.09.023


zbMATH Keywords

interpretabilityregression problemattribute relationshipsfirst-order predicateMarkov logic network


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Fuzziness, and linear inference and regression (62J86)



Uses Software

  • SimpleMKL
  • kFOIL


Cites Work

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  • Bridging logic and kernel machines
  • Incorporating prior knowledge in support vector regression
  • Multitask Kernel-based Learning with Logic Constraints
  • Markov Logic: An Interface Layer for Artificial Intelligence
  • Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators
  • A Simplex Method for Function Minimization


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