Gesture recognition from analog sensor value
You can use a matched filter. Average all the gesture 1's and that's your filter. Do the same for however many gestures you have and you will effectively have a bunch of filters. Run the data through those filters in parallel and then you will need a decision threshold that indicates yes/no if that gesture is detected.

It should look something like this: