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> we develop a machine learning based AP selection strategy that can > significantly improve WiFi connection set-up performance, against the > conventio

by dorianm 10y ago

> we develop a machine learning based AP selection strategy that can > significantly improve WiFi connection set-up performance, against the > conventional strategy purely based on signal strength, by reducing the > connection set-up failures from 33% to 3.6% and reducing 80% time costs of the > connection set-up processes by more than 10 times. > The correlation analysis finds that though the signal strength is important, > knowing the AP model and mobile device model has great help to predict the > connection set-up time cost. Neat!

saycheese 10y ago
> [Abstract] "we develop a machine learning based AP selection strategy that can significantly improve WiFi connection set-up performance, against the conventional strategy purely based on signal strength, by reducing the connection set-up failures from 33% to 3.6% and reducing 80% time costs of the connection set-up processes by more than 10 times." > [Conclusion] "The correlation analysis finds that though the signal strength is important, knowing the AP model and mobile device model has great help to predict the connection set-up time cost. To the best of our knowledge, we are the first to add AP model and mobile device model as features which greatly increases the accuracy to predict the connection set-up time cost." _____ (NOTE: Please do not use block quote formatting, it's unreadable on mobile.)
- ClassyJacket 10y ago
  Why are the quotes like that on mobile anyway? It's quite irritating.
  - digi_owl 10y ago
    Because it is wrapped in a pre tag (aka preformated text). And it is not so much a quote as a way to show code segments.
    - saycheese 10y ago
      Correct, block quotes use a mono-space font by default and the use cases for it were largely for expressing code snippets.
    - tonto 10y ago
      You can add wrap to pre...Maybe for pure formatting's sake it's not a good idea though
- emmelaich 10y ago
  @HN please add wrappable quoting markup.
  - mintplant 10y ago
    I requested this a while ago and was told that, although they like the idea, adding standardized blockquote markup would somehow break HN's spam filter.
    - nitrogen 10y ago
      It's not uncommon to use italics for quoted paragraphs, optionally prefixed by a single greater than, or surrounded by quotes. Like this. > Or this.

by dorianm 10y ago

saycheese 10y ago

> [Abstract] "we develop a machine learning based AP selection strategy that can significantly improve WiFi connection set-up performance, against the conventional strategy purely based on signal strength, by reducing the connection set-up failures from 33% to 3.6% and reducing 80% time costs of the connection set-up processes by more than 10 times." > [Conclusion] "The correlation analysis finds that though the signal strength is important, knowing the AP model and mobile device model has great help to predict the connection set-up time cost. To the best of our knowledge, we are the first to add AP model and mobile device model as features which greatly increases the accuracy to predict the connection set-up time cost." _____ (NOTE: Please do not use block quote formatting, it's unreadable on mobile.)

ClassyJacket 10y ago
Why are the quotes like that on mobile anyway? It's quite irritating.
- digi_owl 10y ago
  Because it is wrapped in a pre tag (aka preformated text). And it is not so much a quote as a way to show code segments.
  - saycheese 10y ago
    Correct, block quotes use a mono-space font by default and the use cases for it were largely for expressing code snippets.
  - tonto 10y ago
    You can add wrap to pre...Maybe for pure formatting's sake it's not a good idea though
emmelaich 10y ago
@HN please add wrappable quoting markup.
- mintplant 10y ago
  I requested this a while ago and was told that, although they like the idea, adding standardized blockquote markup would somehow break HN's spam filter.
  - nitrogen 10y ago
    It's not uncommon to use italics for quoted paragraphs, optionally prefixed by a single greater than, or surrounded by quotes. Like this. > Or this.