[PRE REVIEW]: VBLinLogit: Variational Bayesian linear and logistic regression

[whedon]

Submitting author: @jdrugo (Jan Drugowitsch) Repository: https://github.com/DrugowitschLab/VBLinLogit Version: v0.2 Editor: @usethedata Reviewers: @ManuelaS

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Thanks for submitting your paper to JOSS @jdrugo. Currently, there isn't an JOSS editor assigned to your paper.

@jdrugo if you have any suggestions for potential reviewers then please mention them here in this thread. In addition, this list of people have already agreed to review for JOSS and may be suitable for this submission.

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[whedon]

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[whedon]

Attempting PDF compilation. Reticulating splines etc...

[whedon]

PDF failed to compile for issue #1314 with the following error:

% Total % Received % Xferd Average Speed Time Time Time Current Dload Upload Total Spent Left Speed

0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0 100 13 0 13 0 0 244 0 --:--:-- --:--:-- --:--:-- 250 Error reading bibliography ./paper.bib (line 113, column 3): unexpected "a" expecting space or "," Error running filter pandoc-citeproc: Filter returned error status 1 Looks like we failed to compile the PDF

[kyleniemeyer]

@jdrugo looks like there is an error in your bibliography preventing compilation of the paper.

[kyleniemeyer]

@eramirem and @arokem as the resident machine learning editors, could one of you handle this submission?

[jdrugo]

@kyleniemeyer I have fixed the paper.bib typo upstream. How do I get whedon to pick up that change?

[kyleniemeyer]

@whedon generate pdf

[whedon]

Attempting PDF compilation. Reticulating splines etc...

[whedon]

:point_right: Check article proof :page_facing_up: :point_left:

[jdrugo]

@whedon generate pdf

[whedon]

Attempting PDF compilation. Reticulating splines etc...

[whedon]

:point_right: Check article proof :page_facing_up: :point_left:

[jdrugo]

The article proof looks good now.

[labarba]

Hi @jdrugo — we're looking to assign a handling editor for your submission (I am the Associated Editor in Chief on rotation this week). Before we move forward, I do have some comments on your paper.

From our Review Criteria, the paper should contain:

• A summary describing the high-level functionality and purpose of the software for a diverse, non-specialist audience
• A clear statement of need that illustrates the purpose of the software
• Mentions (if applicable) of any ongoing research projects using the software or recent scholarly publications enabled by it

I want to emphasize the need for explaining the software to a diverse audience: currently, I don't see this in the paper; the second paragraph is especially jargon-heavy. You also don't mention if this software has been used in any research projects.

Note also the section on "novelty":

Submissions that implement solutions already solved in other software packages are accepted into JOSS provided that they meet the criteria listed above and cite prior similar work.

Can you comment about existing related functionality in Matlab? For example, the Matlab documentation has a section on Bayesian regression models. How does your software fill a gap in this ecosystem?

[labarba]

@usethedata — Taking into account editor workloads at the moment, I'd like to assign this submission to you for handling. Can you take it on? You're a statistician!

[usethedata]

@whedon assign @usethedata as editor

[whedon]

OK, the editor is @usethedata

[labarba]

@whedon check references

[whedon]

Attempting to check references...

[whedon]

OK DOIs

- None

MISSING DOIs

- https://doi.org/10.1214/06-ba126 may be missing for title: Variational Algorithms for Approximate Bayesian Inference
- https://doi.org/10.1108/03684920710743466 may be missing for title: Pattern Recognition and Machine Learning
- https://doi.org/10.1002/sim.1856 may be missing for title: Bayesian Data Analysis
- https://doi.org/10.2307/1271145 may be missing for title: Markov Chain Monte Carlo in Practice
- https://doi.org/10.1007/978-0-387-21606-5_14 may be missing for title: The Elements of Statistical Learning
- https://doi.org/10.1002/9781118266502.scard may be missing for title: Machine Learning: A Probabilistic Perspective
- https://doi.org/10.1145/1273496.1273625 may be missing for title: A New View of Automatic Relevance Determination
- https://doi.org/10.7551/mitpress/7503.001.0001 may be missing for title: Advances in Neural Information Processing Systems 20, Proceedings of the Twenty-First Annual Conference on Neural Information Processing Systems, Vancouver, British Columbia, Canada, December 3-6, 2007
- https://doi.org/10.1111/j.2517-6161.1996.tb02080.x may be missing for title: Regression Shrinkage and Selection via the Lasso
- https://doi.org/10.1162/neco.1992.4.3.415 may be missing for title: Bayesian Interpolation
- https://doi.org/10.1007/978-1-4612-0745-0 may be missing for title: Bayesian Learning for Neural Networks
- https://doi.org/10.1109/icdm.2012.58 may be missing for title: Sparse Bayesian Learning and the Relevance Vector Machine
- https://doi.org/10.2172/1128035 may be missing for title: Variational Bayesian inference for linear and logistic regression

INVALID DOIs

- None

[labarba]

@jdrugo — Can you check your bibliography entries and add a DOI whenever one exists? Our helpful bot whedon has given some clues above for possible missing DOIs (it's not perfect, so some could be flukes).

[jdrugo]

@whedon generate pdf

[whedon]

Attempting PDF compilation. Reticulating splines etc...

[whedon]

:point_right: Check article proof :page_facing_up: :point_left:

[jdrugo]

@whedon generate pdf

[whedon]

Attempting PDF compilation. Reticulating splines etc...

[whedon]

:point_right: Check article proof :page_facing_up: :point_left:

[jdrugo]

@labarba -- Thank you for your comments. I have now updated the paper accordingly, and have added DOIs whenever available.

[labarba]

Did you also address my other comment, above? https://github.com/openjournals/joss-reviews/issues/1314#issuecomment-473580071

[jdrugo]

@labarba - yes, the updated version is an attempt to address these comments. I didn't go so far as to explain what linear and logistic regression are (I hope this knowledge can be assumed), but tried to simplify the summary.

[usethedata]

@jdrugo My apologies for my delays in getting back to this submission. My work life got a bit intense. The revised manuscript looks good from my perspective. Let me see about getting some reviewers assigned to this.

[usethedata]

@whedon assign @ManuelaS as reviewer

[whedon]

OK, the reviewer is @ManuelaS

[usethedata]

@whedon start review

[whedon]

OK, I've started the review over in https://github.com/openjournals/joss-reviews/issues/1359. Feel free to close this issue now!

[usethedata]

closing pre-review issue.