fifiteen82726 / Graphical-Model-and-Message-Passing

Perform Message passing via build graphical model

Graphical Models - Message Passing

Installation dependency

$ python setup.py install
$ pip install -r requirements.txt

Run

python message-passing.py

Result

• temp0.png => init graph
• temp1.png => moralized graph
• temp2.png => triangular graph
• temp3.png => junction tree

-------------------------------
asia YES: 0.01
asia NO: 0.99
-------------------------------
tub YES: 0.0104
tub NO: 0.9896
-------------------------------
lung YES: 0.055
lung NO: 0.945
-------------------------------
either YES: 0.064828
either NO: 0.935172
-------------------------------
smoke YES: 0.5
smoke NO: 0.5
-------------------------------
bronc YES: 0.45
bronc NO: 0.55
-------------------------------
xray YES: 0.11029004
xray NO: 0.88970996
-------------------------------
dysp YES: 0.4359706
dysp NO: 0.5640294
-------------------------------