Hi James,

I think that the main difference is that using the Layered Block State you do 
retrieve a community structure, whereas in the other case you don’t.

Also, given the size of the network, I wouldn’t read much into it, but maybe if 
you check the posterior distribution of partitions you will find that these are 
two competing explanations of the data.

This is my interpretation (might be incorrect though).

Best,

Valerio
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School of Informatics - University of Edinburgh

On 28 Nov 2021, at 10:44, James Ruffle 
<[email protected]<mailto:[email protected]>> wrote:

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Dear Tiago/community,

I have been reading your 2015 article on layered networks, where you illustrate 
favourable model fits on layered formulation compared to a non-layered null.
But, I was wondering if you could please clarify the appropriate null model 
from which the comparisons in model entropy are then made?

Considering the following example, which is the example on the graph-tool 
website:

g = gt.collection.ns["new_guinea_tribes”]

#layered model
state = 
gt.minimize_nested_blockmodel_dl(g,state_args=dict(base_type=gt.LayeredBlockState,state_args=dict(ec=g.ep.weight,
 layers=True)))
print(state.entropy())
##This gives me a model entropy of 166.92854839491955

#Presumably the null model is as follows, where one simply does not pass a 
layered block state, and fits the model as if a singular edge layer?
state_null = gt.minimize_nested_blockmodel_dl(g)
print(state_null.entropy())
##But this gives me a model entropy of 113.74058711521675

I’m a little confused by this as, whilst the example on the website makes 
perfect sense, then the model entropy seems to suggest I should favour the 
non-layered null?

Thank you for your clarification.

BW
James
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