Ok, I'll be the one to reintroduce the POSET thing here again.
First of all, David, IMO the term POSET is currently being badly abused with respect to CEP. I'm not sure, but maybe you would be surprised at the conclusions that are being drawn using this term POSET. It has become a little like a Cargo Cult, where the notion of processing a POSET takes on a mystical quality.
AFAIK, your references to POSETs in The Power of Events can be summarized by this blog post.
Now contrast this with a recent comment on this other blog post, stating that "a linearly order set is still a linearly ordered set even when the elements of the set are observed out of sequence." This statement implies that it matters if you are processing a sortable set. David, this is crazy talk. If I can take a sortable set, in any order, and find a causality relation between the elements without using the ordering, then it makes no difference whether that set was sortable to begin with. And if I find a causality relation using the implicit ordering of a set of events that is more accurate than another causality relation that does not use the ordering... there is nothing that makes my causality relation inferior, just because I chose to use a known ordering of the events.
And we have not even begun to discuss the fact that there are plenty of people who are interested in an obtaining accurate prediction or some operationally actionable information, and do not care one whit about constructing a causality relation and thus a POSET.
