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Table 1 
Notations. Corresponding item indices are in parentheses.
L (l# of languages 
K (k# of linguistic parameters (given a priori) 
M (m# of model parameters of W, Θ~, and Θ 
N (n# of surface discrete linguistic features 
Fn   # of distinct values for categorical feature n 
  
A = {(vk, hk, uk)|k ∈ {1, ⋯, K}} Model parameters for the autologistic models 
Z ∈ {0, 1}L×K Binary latent parameter matrix 
W ∈ ℝK×M Weight matrix 
Θ~ ∈ ℝL×M Unnormalized model parameter matrix 
Θ ∈ (0, 1)L×M Normalized model parameter matrix 
X ∈ ℕL×N Surface discrete linguistic feature matrix 
L (l# of languages 
K (k# of linguistic parameters (given a priori) 
M (m# of model parameters of W, Θ~, and Θ 
N (n# of surface discrete linguistic features 
Fn   # of distinct values for categorical feature n 
  
A = {(vk, hk, uk)|k ∈ {1, ⋯, K}} Model parameters for the autologistic models 
Z ∈ {0, 1}L×K Binary latent parameter matrix 
W ∈ ℝK×M Weight matrix 
Θ~ ∈ ℝL×M Unnormalized model parameter matrix 
Θ ∈ (0, 1)L×M Normalized model parameter matrix 
X ∈ ℕL×N Surface discrete linguistic feature matrix 
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