In this study the investigators propose that modulation of the noradrenergic deficit that has been described in Alzheimer's Disease in addition to standard cholinergic treatment could have significant positive effects on cognition, particularly in those patients who suffer from attentional impairments. The investigators want to assess whether long-acting guanfacine should be used in addition to NICE-approved drugs that are currently being used in AD as part of combination therapy.