Previous answers are wrong by an order of magnitude!
The best compression algorithm that I have personal experience with is paq8o10t
Hint: the command to compress files_or_folders would be like:
paq8o10t -5 archive files_or_folders
A slightly better compression algorithm, and winner of the Hutter Prize, is decomp8 (see link on prize page). However, there is no compressor program that you can actually use.
Update: For really large files lrzip can achieve compression ratios that are simply comical.
An example from README.benchmarks:
Let's take six kernel trees one version apart as a tarball,
linux-2.6.31 to linux-2.6.36. These will show lots of redundant
information, but hundreds of megabytes apart, which lrzip will be very
good at compressing. For simplicity, only 7z will be compared since
that's by far the best general purpose compressor at the moment:
These are benchmarks performed on a 2.53Ghz dual core Intel Core2 with
4GB ram using lrzip v0.5.1. Note that it was running with a 32 bit
userspace so only 2GB addressing was posible. However the benchmark
was run with the -U option allowing the whole file to be treated as
one large compression window.
Tarball of 6 consecutive kernel trees.
Compression Size Percentage Compress Decompress
None 2373713920 100 [n/a] [n/a]
7z 344088002 14.5 17m26s 1m22s
lrzip 104874109 4.4 11m37s 56s
lrzip -l 223130711 9.4 05m21s 1m01s
lrzip -U 73356070 3.1 08m53s 43s
lrzip -Ul 158851141 6.7 04m31s 35s
lrzip -Uz 62614573 2.6 24m42s 25m30s