I see you have 2 responses from SWD and SanketPatel. They are both different strategies and you need to decide what you want to do as a Business. Here's why:
If you adopt SWD's solution, you could technically get rid of the problem, by telling Google that do not index page 2, page 3 and so on and just index your page 1. My question would be, do you have a View All page ? Do you want search engines to index and rank each one of your paginated pages ? Do they have unique collection of products and does it help the user if they land directly on Page 2 or would you rather then have land on Page 1 always ?
SanketPatel's solution definitely gets rid of the problem from a GWT perspective, however, the bigger question is, what you are trying to achieve and what your users would prefer.
Instead of looking it it from what's right in GWT or SEO, find what's right for your user first and then implement that in an SEO Friendly way.
I hope that helps and makes sense.