Causality inference of linearly correlated variables: The statistical simulation and regression method
Causality inference of variables is a research focus in science. Due to its importance, a statistical simulation and regression method for causality inference of linearly correlated (scale or interval) variables was proposed in present study. First, a statistical simulation and regression method was...
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| Format: | Article |
| Language: | English |
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International Academy of Ecology and Environmental Sciences
2021-12-01
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| Series: | Computational Ecology and Software |
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| Online Access: | http://www.iaees.org/publications/journals/ces/articles/2021-11(4)/causality-inference-of-linearly-correlated-variables.pdf |
| _version_ | 1818419733072969728 |
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| author | WenJun Zhang |
| author_facet | WenJun Zhang |
| author_sort | WenJun Zhang |
| collection | DOAJ |
| description | Causality inference of variables is a research focus in science. Due to its importance, a statistical simulation and regression method for causality inference of linearly correlated (scale or interval) variables was proposed in present study. First, a statistical simulation and regression method was developed to generate and analyze artificial data of linear correlated variables with known causality. The rule was drawn from the simulation and regression analysis on artificial data. Finally, causality inference of two linearly correlated variables was conducted based on the rule. Full Matlab codes of the method were presented. |
| first_indexed | 2024-12-14T12:43:15Z |
| format | Article |
| id | doaj.art-9f521e1290b3474588878b5027540e89 |
| institution | Directory Open Access Journal |
| issn | 2220-721X |
| language | English |
| last_indexed | 2024-12-14T12:43:15Z |
| publishDate | 2021-12-01 |
| publisher | International Academy of Ecology and Environmental Sciences |
| record_format | Article |
| series | Computational Ecology and Software |
| spelling | doaj.art-9f521e1290b3474588878b5027540e892022-12-21T23:00:50ZengInternational Academy of Ecology and Environmental SciencesComputational Ecology and Software2220-721X2021-12-01114154161Causality inference of linearly correlated variables: The statistical simulation and regression methodWenJun Zhang0School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, ChinaCausality inference of variables is a research focus in science. Due to its importance, a statistical simulation and regression method for causality inference of linearly correlated (scale or interval) variables was proposed in present study. First, a statistical simulation and regression method was developed to generate and analyze artificial data of linear correlated variables with known causality. The rule was drawn from the simulation and regression analysis on artificial data. Finally, causality inference of two linearly correlated variables was conducted based on the rule. Full Matlab codes of the method were presented.http://www.iaees.org/publications/journals/ces/articles/2021-11(4)/causality-inference-of-linearly-correlated-variables.pdfcausalityinferencelinear dependencylinear modelscale or interval variablespearson correlationstatistical simulationlinear regressionindependent variablemachine learningartitificial intelligencecausalcausal inference |
| spellingShingle | WenJun Zhang Causality inference of linearly correlated variables: The statistical simulation and regression method Computational Ecology and Software causality inference linear dependency linear model scale or interval variables pearson correlation statistical simulation linear regression independent variable machine learning artitificial intelligence causal causal inference |
| title | Causality inference of linearly correlated variables: The statistical simulation and regression method |
| title_full | Causality inference of linearly correlated variables: The statistical simulation and regression method |
| title_fullStr | Causality inference of linearly correlated variables: The statistical simulation and regression method |
| title_full_unstemmed | Causality inference of linearly correlated variables: The statistical simulation and regression method |
| title_short | Causality inference of linearly correlated variables: The statistical simulation and regression method |
| title_sort | causality inference of linearly correlated variables the statistical simulation and regression method |
| topic | causality inference linear dependency linear model scale or interval variables pearson correlation statistical simulation linear regression independent variable machine learning artitificial intelligence causal causal inference |
| url | http://www.iaees.org/publications/journals/ces/articles/2021-11(4)/causality-inference-of-linearly-correlated-variables.pdf |
| work_keys_str_mv | AT wenjunzhang causalityinferenceoflinearlycorrelatedvariablesthestatisticalsimulationandregressionmethod |