Before revision:  The analysis and visualization of weighted graphs are inherently challenging , and thus it is often of use to only examine edges which are deemed significant.
After revision:  The analysis and visualization of weighted graphs are inherently challenging to analyze and visualize, it is often of use to only examine edges which are deemed significant.