Literature DB >> 30034911

Learning causality and causality-related learning: some recent progress.

Kun Zhang1, Bernhard Schölkopf2, Peter Spirtes1, Clark Glymour1.   

Abstract

Entities:  

Year:  2017        PMID: 30034911      PMCID: PMC6051411          DOI: 10.1093/nsr/nwx137

Source DB:  PubMed          Journal:  Natl Sci Rev        ISSN: 2053-714X            Impact factor:   17.275


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  2 in total

1.  Causal Discovery from Temporally Aggregated Time Series.

Authors:  Mingming Gong; Kun Zhang; Bernhard Schölkopf; Clark Glymour; Dacheng Tao
Journal:  Uncertain Artif Intell       Date:  2017-08

2.  Causal Discovery from Nonstationary/Heterogeneous Data: Skeleton Estimation and Orientation Determination.

Authors:  Kun Zhang; Biwei Huang; Jiji Zhang; Clark Glymour; Bernhard Schölkopf
Journal:  IJCAI (U S)       Date:  2017-08
  2 in total
  5 in total

1.  Generalized Score Functions for Causal Discovery.

Authors:  Biwei Huang; Kun Zhang; Yizhu Lin; Bernhard Schölkopf; Clark Glymour
Journal:  KDD       Date:  2018-08

2.  Bivariate Causal Discovery and Its Applications to Gene Expression and Imaging Data Analysis.

Authors:  Rong Jiao; Nan Lin; Zixin Hu; David A Bennett; Li Jin; Momiao Xiong
Journal:  Front Genet       Date:  2018-08-31       Impact factor: 4.599

3.  Synthetic data generation with probabilistic Bayesian Networks.

Authors:  Grigoriy Gogoshin; Sergio Branciamore; Andrei S Rodin
Journal:  Math Biosci Eng       Date:  2021-10-09       Impact factor: 2.080

Review 4.  Ingredients for Responsible Machine Learning: A Commented Review of The Hitchhiker's Guide to Responsible Machine Learning.

Authors:  Fernando Marmolejo-Ramos; Raydonal Ospina; Enrique García-Ceja; Juan C Correa
Journal:  J Stat Theory Appl       Date:  2022-09-15

5.  Inferring causal relations from observational long-term carbon and water fluxes records.

Authors:  Emiliano Díaz; Jose E Adsuara; Álvaro Moreno Martínez; María Piles; Gustau Camps-Valls
Journal:  Sci Rep       Date:  2022-01-31       Impact factor: 4.379

  5 in total

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