Results:
- Performance is quantified using the inverse of the SINAD.
- Known Input Spectrum:
 1500 taps
 Input is filtered white noise, Butterworth 20th order wc cutoff
 JL -79 to -25 dB
 EO -62 to -35 dB
 PLH -90 to -39 dB
 FIR LMS -90 to -39 dB (best overall)150 taps FIR LMS clearly better (same performance), others have -70 and > dB 15 taps FIR LMS clearly better (same performance), others have -54 and > dB 
- Unknown Input Spectrum
 150 taps, fixed nominal filter Butterworth lowpass 10th order cutoff 0.4Hz
 FIR LMS clearly better with nearly same performance, others have -88 and >
- Periodic Input Signal
 150 taps, Butterworth lowpass input filter 20th order cutoff 0.4Hz
 FIR LMS clearly better -172.83 dB
 PLH -71.65 dB
 JL -30 dB
 EO -58.37 dB
Final Comments:
Each of the methods can be shown to be equivalent in certain cases but the FIR LMS seems to out perform on a wide scale because of the optimal derivation.
Official Reference:
URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=4785489&isnumber=5308577
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