“…As pointed out in (Morse et al, 2001;Wood et al, 2004;Huys et al, 2006), if we are given the full spatiotemporal voltage signal on the dendritic tree, then simple, direct statistical methods allow us to infer many biophysical quantities of interest, including passive cable parameters (e.g., the axial resistance at each point on the tree), active properties (e.g., the spatial membrane density distribution of voltage-gated channels), and in some cases even time-varying information (e.g., synaptic weights and presynaptic input conductances (Cox, 2004;Paninski and Ferreira, 2008;Paninski et al, 2009)). Unfortunately, multiple-electrode recordings from dendrites are quite technically challenging, and provide spatially-incomplete observations (Stuart and Sakmann, 1994;Cox and Griffith, 2001;Cox and Raol, 2004;Bell and Craciun, 2005;Petrusca et al, 2007), while high-resolution imaging techniques provide more spatially-complete observations, but with significantly lower signal-to-noise (Djurisic et al, 2004;Sacconi et al, 2006;Araya et al, 2006;Palmer and Stuart, 2006;Gobel and Helmchen, 2007;Vucinic and Sejnowski, 2007;Canepari et al, 2007;Djurisic et al, 2008).…”