What settings would get you the best sound quality?

Okay, so I don't really know too much about audio, but I do care abou tsound quality.
I was poking around in the built in MIDI controller and I was looking at the settings for my MacBook Pro Retina 15" and the options under format where "44100Hz, 48000Hz, 88200Hz, and 96000Hz." I am wandering which of these would be the highest quality sound? I am not sure and don't want to mess anytihing up by setting it wrong.
Also, the other option in the channels. Which is better: 2ch-24 bit integer, 2ch-16 bit integer, or 2ch-32 bit float?
I'm not sure if these are dumb questions, but thanks in advanced!

Have a look at this article, you'll get an extensive comparison of the AAC and MP3 formats and bit rates benchmarked against CD format: Planet of Sound - Quality of AAC audio and MP3
Of the various options iTunes gives, AAC and MP3 are compressed formats so you lose some quality but gain space. AIFF (CD) and WAV are uncompressed so you gain quality at the expense of space. Apple Lossless falls somewhere in between, doesn't compress as much as AAC and MP3 so you gain some space but not as much, however it is claimed to give a quality which is the equal to CD. Of the compressed formats AAC is less widely used at present, if you have a non Apple music player or a newer in-car CD player then MP3 would be the most compatible compressed format: iTunes Encoding Strategies

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