7. The node of claim 5 , wherein the connectivity matrix updater is configured to determine the transition based on an activity variable representing probability of receiving a co-occurrence at the first time and previous co-occurrences before the first time according to the temporal relationships represented by the connectivity matrix.
7. The node of claim 5 , wherein the connectivity matrix updater is configured to determine the transition based on an activity variable representing probability of receiving a co-occurrence at the first time and previous co-occurrences before the first time according to the temporal relationships represented by the connectivity matrix. 9. The node of claim 7 , wherein the temporal pooler comprises: a mapper configured to map spatial co-occurrences of the first input patterns at a second time to sub-occurrences based on spatial co-occurrences of the first input patterns at a first time preceding the second time; a connectivity matrix counter for adding counts to a connectivity matrix, the connectivity matrix configured to store counts or frequency of the transition from a first co-occurrence or a first sub-occurrence to a second co-occurrence or a second sub-occurrence; a splitter configured to expand the connectivity matrix counter by selectively splitting a co-occurrence in the connectivity matrix, the splitter configured to update the mapper based on the splitting of the co-occurrence; and a sequence grouper configured to group sequences of co-occurrences based on the connectivity matrix.