No. A High Capacitance Capacitor will not work. And you said resistor which will DEFINETLY not work.
With Capacitors, you can normally go with a high voltage, although it might be larger, but not a higher capacitance.
Since that is a part you can really only purchase online, you should be able to find the right values no problems.
You can get them on eBay but I would suggest http://www.mouser.com/ as they have a HUGE selection of electronic parts for cheap and are trustworthy, reliable and fast to ship (depending on where you live) Vs eBay which will probably come from China which can take weeks or months to get to you.
And I'm assuming you know how to solder and desolder (but if you don't, let me know and I will find you a great tourtial on how to do it), but be careful, if this capacitor says somewhere that it is polarized (which I would check before attempting to solder or desolder anything). If you put it in wrong, you could damage your board.
I would also suggest getting 2 or 3 caps in case you mess one of them up.
Also, I would suggest some solder wick or a solder sucker to make your life easier. If you don't have these or don't want to purchase them, you should be able to get it out by just heating up both pins and pulling from the other side.
If you have any questions, please ask below. I should be able to answer any question you have as this is my field of expertise