If they were associated with a different account, then you cannot find them unless you log in to the store with that account.
Note that if you do log in with a different account, and download past purchases from it, you will lock the device to that account for 90 days.
If the Apps were not associated with your account at any point, you will need to buy them.
You can try to sign out of the App Store, and sign back in with the same Apple ID and see if that refreshes the association and lets you get them for free.
You can try to simply buy it and see if it charges you for it. But you understand that all sales are considered final, and Apple may not refund you your money if it does charge you. You can report an issue with the app if it does charge you and request a refund for it at: http://reportaproblem.apple.com