imputation

An argument is sometimes made that we could significantly lower it (as in by double digits) without imputation.

Real data is going to have lots of missing values, sometimes too many for imputation to even work.

The imputation that they do is absurd, as doing so would result in jail time for those in charge.

Confidence is good, but some people could take 'probably' as an imputation on their ability to comprehend the subject matter.

I originally felt that your remarks were essentially an ad hominem attack themselves, made by imputation rather than explicitly.

It does gradient descent -- modifying the low dimension latent vectors directly to minimize error, and never does any imputation of missing values.

On the other hand, a generic approach to high-dimensional imputation is very useful.

I agree that the piece would be much better without the baity title and the bizarre imputation to Spock.

No sense of respect, tolerance, or understanding, just imputation of non-sequitur pejoratives.

Since inference is just belief propagation, you can omit any feature from the evidence and the model marginalizes over it automatically — no imputation needed.

Preprocessing was consistent across models- Median imputation for missing values 2.

So it is not only a technical issue but also whether the users are comfortable with the amount of complexity introduced in the UI, data imputation, etc.

And of course Mozilla did not fire me because of anything like your bigoted imputation of "hate".

I'd wager most of us "I control the computer" people who enjoy crafting software don't really care for the actual imputation of symbols.

So the assertion that "All algorithms should operate only on data vectors and on frequency weights — they should have no knowledge of missing-ness." is false - there are a lot of other fruitful ways to handle missing data, such as using indicator variables, imputation, etc.

Imputation from thousand genomes should be good for finding low-frequency (>1% MAF) variants.