Why not create a style of your own using the symbols in the PDF?
You could use snipping tool (Windows) to create small images (preferably in PNG) of each symbol from the PDF you referred to.
Then you could create custom marker symbols using the images Creating marker symbols—Help | ArcGIS for Desktop
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