[OTDev] Missing values [was Re: DataSet]
Rajarshi Guha rajarshi.guha at gmail.comTue Oct 6 16:50:16 CEST 2009
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On Tue, Oct 6, 2009 at 10:39 AM, Nina Jeliazkova <nina at acad.bg> wrote: > > IMO, dataset with missing values is a valid one. There exists algorithms > in machine learning that can deal with missing values, usually > preprocessing ones (there are Weka implementations as well). > In any case, one might need to create a dataset without missing values > from a dataset with missing values (by ignoring empty entries or > applying something else). I am not sure if there should be API on > dataset level, on algorithms level, or model level. As understand, > Christoph is in favour of dataset level API - am I right? > I like the idea of having missing values represented within the dataset. One thing that would be useful, would be to have consistent notation to indicate a missing value. Something like 'NA' etc -- Rajarshi Guha NIH Chemical Genomics Center
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