Hi there Yvette,
Thank you for contributing to the Apple Support Communities.
Since you're receiving email that appears to originate from your email address and the messages land in your junk folder, it's likely that the real sender of the email is using a tactic called "spoofing" to send you fraudulent or malicious email. I'm glad that you've identified the suspicious links! It's a good rule of thumb to not click links from senders you don't recognize, or who may not be who they say they are.
For more information on dealing with these types of emails, see Identifying fraudulent "phishing" email. You may find the first section in the article useful--Find out who the email is really from.
It's usually up to your email provider to filter out spam and fraudulent email. What you can do (aside from regularly deleting the "junk" mail) may vary based on the provider.
If you're using an iCloud email address, the article I mentioned about has this advice:
If you receive a suspicious email, select the message text so that it is highlighted. Choose Forward as Attachment from the Message menu (OS X Mail) or the Actions menu (Outlook). Send the email to abuse@icloud.com. This provides Apple's legal department and law enforcement with useful information to help prevent future phishing emails.
All the best.