updates of section 3

Book/mt-book-xelatex.tex

@@ -112,13 +112,13 @@
 %	CHAPTERS
 %----------------------------------------------------------------------------------------
 
-\include{Chapter1/chapter1}
-\include{Chapter2/chapter2}
+%\include{Chapter1/chapter1}
+%\include{Chapter2/chapter2}
 \include{Chapter3/chapter3}
-\include{Chapter4/chapter4}
-\include{Chapter5/chapter5}
-\include{Chapter6/chapter6}
-\include{ChapterAppend/chapterappend}
+%\include{Chapter4/chapter4}
+%\include{Chapter5/chapter5}
+%\include{Chapter6/chapter6}
+%\include{ChapterAppend/chapterappend}
 
 
 

Section03-Word-Based-Models/section03.tex

@@ -3824,7 +3824,7 @@ s.t. $\forall t_y: \sum_{s_x} f(s_x|t_y) =1 $ & \\
 \begin{eqnarray}
 \frac{\partial L(f,\lambda)}{\partial f(s_u|t_v)} & = & \frac{\partial \big[ \frac{\epsilon}{(l+1)^{m}} \prod\limits_{j=1}^{m} \sum\limits_{i=0}^{l} f(s_j|t_i) \big]}{\partial f(s_u|t_v)} - \nonumber \\
  &   & \frac{\partial \big[ \sum_{t_y} \lambda_{t_y} (\sum_{s_x} f(s_x|t_y) -1) \big]}{\partial f(s_u|t_v)} \nonumber \\
- & = & \frac{\epsilon}{(l+1)^{m}} \cdot \frac{\partial \big[ \prod\limits_{j=1}^{m} \sum\limits_{i=0}^{l} f(s_j|t_{a_j}) \big]}{\partial f(s_u|t_v)} - \lambda_{t_v} \nonumber
+ & = & \frac{\epsilon}{(l+1)^{m}} \cdot \frac{\partial \big[ \prod\limits_{j=1}^{m} \sum\limits_{i=0}^{l} f(s_j|t_i) \big]}{\partial f(s_u|t_v)} - \lambda_{t_v} \nonumber
 \end{eqnarray}
 
 \vspace{-0.3em}