mlim - 0.3.0

Full Changelog: https://github.com/haghish/mlim/compare/0.2.9...0.3.0

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Published by haghish about 3 years ago

mlim - 0.2.9

Full Changelog: https://github.com/haghish/mlim/compare/0.2.3...0.2.9

• a bug is discovered in sampling procedure!
• additional features were introduced to the package to avoid inflating the correlations between the variables

- R
Published by haghish over 3 years ago

mlim - 0.2.3

Full Changelog: https://github.com/haghish/mlim/compare/0.2.0...0.2.3

• a bug in iteration_loop.R was solved. In the previous release, the duplicated values of each bootstrap data were dropped and number of duplications were entered as weights in the model. This procedure seems to fail or has an unknown error that needs further exploration. Here, this feature is temporarily discontinued and duplicated observations are dropped, leading to undersampling...

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Published by haghish over 3 years ago

mlim - 0.2.0

Full Changelog: https://github.com/haghish/mlim/compare/0.1.9...0.2.0

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Published by haghish over 3 years ago

mlim - 0.1.9

What's Changed

• Development by @haghish in https://github.com/haghish/mlim/pull/13
• Development by @haghish in https://github.com/haghish/mlim/pull/14

Full Changelog: https://github.com/haghish/mlim/compare/0.1.8...0.1.9

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Published by haghish over 3 years ago

mlim - 0.1.8

What's Changed

• Development by @haghish in https://github.com/haghish/mlim/pull/11

Full Changelog: https://github.com/haghish/mlim/compare/0.1.7...0.1.8

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Published by haghish over 3 years ago

mlim - 0.1.7

What's Changed

• Development by @haghish in https://github.com/haghish/mlim/pull/10

Full Changelog: https://github.com/haghish/mlim/compare/0.1.4.5...0.1.7

- R
Published by haghish over 3 years ago

mlim - 0.1.4.5

capture imputations error and skipped troubling variables There might be a problem with imputing some multinomial variables with ELNET which should be further explored

What's Changed

• Development by @haghish in https://github.com/haghish/mlim/pull/8
• Development by @haghish in https://github.com/haghish/mlim/pull/9

Full Changelog: https://github.com/haghish/mlim/compare/0.1.4.1...0.1.4.5

- R
Published by haghish over 3 years ago

mlim -

• solves a bug in checkNconvert function
• corrects some undone arguments' renaming in helper functions

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Published by haghish over 3 years ago

mlim - 0.1.1

• avoids as.data.frame h2o method in all functions, because it is buggy and slow
  • this generally improved the performance of the package

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Published by haghish over 3 years ago

mlim -

• Major update in iteration function
  • major change in flushing the server's memory
  • huge improvement in RAM efficiency
  • huge improvement in mlim speed, when working with large datasets

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Published by haghish over 3 years ago

mlim -

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Published by haghish over 3 years ago

mlim -

• mlim was made more secure by catching server errors
• flushing memory became default
• several bugs were solved

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Published by haghish over 3 years ago

mlim -

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Published by haghish over 3 years ago

mlim -

• adding the "manifest" dataset
• some minor code cleaning

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Published by haghish over 3 years ago

mlim -

• adds the feature of saving the status of the imputation
• adds the feature of loading the saved status, to continue imputing from the point where previous imputation was interrupted
• changes to the imputation algorithm (cleaning and non-crucial changes)
• changes to the mlim options and arguments, to further simplify the package

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Published by haghish over 3 years ago

mlim -

• imputation bug is fixed

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Published by haghish over 3 years ago

mlim -

• fixed bugs in mlim.error
• add is.valid function
• improved the README

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Published by haghish over 3 years ago

mlim -

• introducing multiple imputation
• simplifying the syntax
• adding post-imputation feature to reduce computation time

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Published by haghish over 3 years ago

mlim -

• beta

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Published by haghish over 3 years ago