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Bayesian Workflow with SEMs (#807)
* adding initial notebook Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * running pre-commit Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * update post date Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * update with run * fix bibtex * fix bibtex braces * fix bibtex whitespace * fix bibtex comma * fix bibtex space indent * fadding markdown write up and excalidraw images Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * add note on Bollen * update with run Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * fix_identification_discrete_choice * full run Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * add hierarchical diagram Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tidying extraneous code Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * update with full run * update sem dc * add total effects plot * tidying * add writing analogy * adding nicer plot at the end * add full run and conclusion Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * emphasis in conclusion Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tighten writing. Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * add justification to conclusion Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tightening the writing Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * Fix typo Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * further tightening of writing Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * better explanation of residuals plot Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tidying again Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * emphasise skill acquisition in conclusion Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * further tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * improve last plot with ppc Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tighter contrast with target based success Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * useful science stinger Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tighter Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * add structure to the introduction Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * re-label headings Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * update heading size Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * add note about agents Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * furthering tidying Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * acknowledge limits in conclusion Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * tighter Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * add loo section Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> * addressing chris' comments Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com> --------- Signed-off-by: Nathaniel <NathanielF@users.noreply.github.com>
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‎examples/case_studies/bayesian_sem_workflow.ipynb‎

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‎examples/case_studies/bayesian_sem_workflow.myst.md‎

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‎examples/case_studies/cfa_excalidraw.png‎

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‎examples/case_studies/dcm_sem.png‎

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‎examples/case_studies/hierarchical_excalidraw.png‎

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‎examples/case_studies/sem3_excalidraw.png‎

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‎examples/references.bib‎

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archiveprefix = {arXiv},
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primaryclass = {stat.ML}
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}
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@book{kline2023principles,
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title = {Principles and Practice of Structural Equation Modeling},
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author = {Kline, R.B.},
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year = 2023,
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publisher = {Guilford Publications},
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series = {Methodology in the Social Sciences Series},
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url = {https://books.google.ie/books?id=t2CvEAAAQBAJ}
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}
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@article{koren2009matrixfactorization,
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author = {Koren, Yehuda and Bell, Robert and Volinsky, Chris},
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journal = {Computer},
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doi = {10.1109/CIDU.2012.6382200},
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year = {2012}
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}
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@book{vehkalahti2019multivariate,
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title = {Multivariate Analysis for the Behavioral Sciences},
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author = {Vehkalahti, K. and Everitt, B.S.},
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year = {2019},
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publisher = {CRC Press, Taylor \& Francis Group},
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series = {A Chapman \& Hall book},
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url = {https://books.google.ie/books?id=LX97uwEACAAJ}
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}
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@online{vehtari2022Birthdays,
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title = {Bayesian workflow book - Birthdays},
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author = {Vehtari, Aki},

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