I set MKL_NUM_THREADS=8 in "cf_job_soln.pbs", "svd_job_soln.pbs" and "pca_job_soln.pbs" job scripts. You can try with 4 threads and compare performance. 

Reference: http://www.revolutionanalytics.com/why-revolution-r/benchmarks.php