Hi Kiran,
Could the other users see those webparts when you published and approved this webpart page ?
If you want to display that page as shared view, you can create another link (e.g. in quick launch) pointing to that particular webpart page with adding Shared view querystring like this,
http://server/site/pages/default.aspx?PageView=Shared&ToolPaneView=2
Thanks
Daniel Yang
TechNet Community Support
