diff --git a/poster/poster.nav b/poster/poster.nav
index 206702b..5934216 100644
--- a/poster/poster.nav
+++ b/poster/poster.nav
@@ -1,4 +1,4 @@
-\beamer@endinputifotherversion {3.26pt}
+\beamer@endinputifotherversion {3.20pt}
 \headcommand {\sectionentry {1}{\translate {References}}{1}{\translate {References}}{0}}
 \headcommand {\beamer@sectionpages {1}{0}}
 \headcommand {\beamer@subsectionpages {1}{0}}
diff --git a/poster/poster.pdf b/poster/poster.pdf
deleted file mode 100644
index ba5cf09..0000000
Binary files a/poster/poster.pdf and /dev/null differ
diff --git a/poster/poster.tex b/poster/poster.tex
index 218ec69..7b01a13 100755
--- a/poster/poster.tex
+++ b/poster/poster.tex
@@ -195,26 +195,26 @@
     \node[main, fill = black!10] (w) [right=of z] {$w$};
     \node[main] (beta) [above=of z]{$\beta$};
     \node[main] (lambda) [left=of beta]{$\lambda$};
-    \node[main] (y) [right=of w, fill = white!100, xshift = -6mm]{$y$};
-    \node[main] (eta) [above=of y, xshift = 28mm,yshift=-2mm]{$\eta$};
+    \node[main, fill = white!] (y) [below=of z,  yshift = -16mm]{$y$};
+    \node[main] (eta) [left=of y, xshift = -38mm]{$\eta$};
     \path (alpha) edge [connect] (theta)
           (theta) edge [connect] (z)
           (z) edge [connect] (w)
           (lambda) edge [connect] (beta)
           (beta) edge [connect] (w)
           (eta) edge [connect] (y)
-          (w) edge [connect] (y);
-    \node[rectangle, inner sep=8mm, fit= (z) (w),label=below right:N, yshift = 10mm, xshift=3mm] {};
+          (z)   edge [connect] (y);
+    %\draw[->] (z.east) to  [out=-50,in=-130] (y.west) ;
+    \node[rectangle, inner sep=8mm, fit= (z) (w),label=below right:$N_d$, yshift = 10mm, xshift=-3mm] {};
 	\node[rectangle, inner sep=8mm,draw=black!100, fit= (z) (w), yshift = -6mm] {};
 	 \node[rectangle, inner sep=8mm, fit= (beta),label=above right:k, yshift = -14mm, xshift=-15mm] {};
 	\node[rectangle, inner sep=8mm,draw=black!100, fit= (beta), yshift = 2mm] {};
-	\node[rectangle, inner sep=16mm, fit= (theta) (z) (w) (y),label=below:M, yshift = 4mm, xshift=-50.5mm] {};
-	\node[rectangle, inner sep=16mm, draw=black!100, fit = (theta) (z) (y) (w), yshift = -12mm, xshift=16] {};
-	\node[rectangle, inner sep=20mm, fit= (alpha) (theta) (z) (w) (y),label=below left:A, yshift = 8mm, xshift=-40mm] {};
-	\node[rectangle, inner sep=20mm, draw=black!100, fit = (alpha) (theta) (z) (w) (y), yshift = -13mm, xshift=16] {};
-	\node[rectangle, inner sep=28mm, fit = (lambda) (beta) (alpha) (theta) (z) (w), label=above right:T, yshift = -30mm, xshift=65] {};
-
-	\node[rectangle, inner sep=28mm, draw=black!100, fit = (lambda) (beta) (alpha) (theta) (z) (w), yshift = -13mm, xshift=16] {};
+	\node[rectangle, inner sep=16mm, fit= (theta) (z) (w) (y),label=right:D, yshift = -35mm, xshift=-15mm] {};
+	\node[rectangle, inner sep=16mm,minimum height = 250, draw=black!100, fit = (theta) (z) (w), yshift = -27mm, xshift=16] {};
+	\node[rectangle, inner sep=24mm, fit= (alpha) (theta) (z) (w) ,label=left:A, yshift = -28mm, xshift=0mm] {};
+	\node[rectangle, inner sep=16mm, minimum width = 600, draw=black!100, fit = (alpha) (theta) (z) (w) , yshift = -13mm, xshift=-20] {};
+	\node[rectangle, inner sep=20mm, fit = (lambda) (beta) (alpha) (theta) (z) (w), label=above right:T, yshift = -40mm, xshift=45] {};
+	\node[rectangle, inner sep=16mm, minimum width = 250, draw=black!100, fit = (lambda) (beta) (alpha) (theta) (z) (w), yshift = -2mm, xshift=4] {};
 
     %\node[rectangle, inner sep=4.4mm, draw=black!100, fit= (x) (iota)  (beta) (r) ,label=below right:N,yshift=-3mm ] {};
     %\node[rectangle, inner sep=3.0mm, draw=black!100, fit= (x) ,label=below left:K] {};
diff --git a/report/writeup.bib b/report/writeup.bib
index 8dec3dd..34bb736 100644
--- a/report/writeup.bib
+++ b/report/writeup.bib
@@ -188,6 +188,17 @@ @inproceedings{raghavan2010authorship
   year={2010},
   organization={Association for Computational Linguistics}
 }
+
+@article{abbasi2008writeprints,
+  title={Writeprints: A stylometric approach to identity-level identification and similarity detection in cyberspace},
+  author={Abbasi, Ahmed and Chen, Hsinchun},
+  journal={ACM Transactions on Information Systems (TOIS)},
+  volume={26},
+  number={2},
+  pages={7},
+  year={2008},
+  publisher={ACM}
+}
 @article{koppel2009computational,
   title={Computational {M}ethods in {A}uthorship {A}ttribution},
   author={Koppel, Moshe and Schler, Jonathan and Argamon, Shlomo},
@@ -209,9 +220,106 @@ @article{stamatatos2009survey
   publisher={Wiley Online Library}
 }
 
+<<<<<<< Updated upstream
 @inproceedings{Termite,
   title = {Termite: {V}isualization {T}echniques for {A}ssessing {T}extual {T}opic {M}odels},
   author = {Jason Chuang AND Christopher D. Manning AND Jeffrey Heer},
   booktitle = {Advanced Visual Interfaces},
   year = {2012}
+=======
+@inproceedings{guo2009logisticlda,
+  title={LogisticLDA: Regularizing Latent Dirichlet Allocation by Logistic Regression.},
+  author={Guo, Jia-Cheng and Lu, Bao-Liang and Li, Zhiwei and Zhang, Lei},
+  booktitle={PACLIC},
+  pages={160--169},
+  year={2009}
+}
+
+@article{mccullagh1984generalized,
+  title={Generalized linear models},
+  author={McCullagh, Peter},
+  journal={European Journal of Operational Research},
+  volume={16},
+  number={3},
+  pages={285--292},
+  year={1984},
+  publisher={Elsevier}
+}
+
+@article{blei2012topic,
+  title={Topic modeling and digital humanities},
+  author={Blei, David M},
+  journal={Journal of Digital Humanities},
+  volume={2},
+  number={1},
+  pages={8--11},
+  year={2012}
+}
+
+@article{johnson2007adaptor,
+  title={Adaptor grammars: A framework for specifying compositional nonparametric Bayesian models},
+  author={Johnson, Mark and Griffiths, Thomas L and Goldwater, Sharon},
+  journal={Advances in neural information processing systems},
+  volume={19},
+  pages={641},
+  year={2007},
+  publisher={MIT; 1998}
+}
+
+@inproceedings{wood2009stochastic,
+  title={A stochastic memoizer for sequence data},
+  author={Wood, Frank and Archambeau, C{\'e}dric and Gasthaus, Jan and James, Lancelot and Teh, Yee Whye},
+  booktitle={Proceedings of the 26th Annual International Conference on Machine Learning},
+  pages={1129--1136},
+  year={2009},
+  organization={ACM}
+}
+
+@misc{minka2000estimating,
+  title={Estimating a Dirichlet distribution},
+  author={Minka, Thomas},
+  year={2000}
+}
+
+@inproceedings{teh2006hierarchical,
+  title={A hierarchical Bayesian language model based on Pitman-Yor processes},
+  author={Teh, Yee Whye},
+  booktitle={Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics},
+  pages={985--992},
+  year={2006},
+  organization={Association for Computational Linguistics}
+}
+
+@inproceedings{perotte2011hierarchically,
+  title={Hierarchically Supervised Latent Dirichlet Allocation.},
+  author={Perotte, Adler J and Elhadad, No{\'e}mie}
+}
+
+@inproceedings{blei2003hierarchical,
+  title={Hierarchical Topic Models and the Nested Chinese Restaurant Process.},
+  author={Blei, David M and Griffiths, Thomas L and Jordan, Michael I and Tenenbaum, Joshua B},
+  booktitle={NIPS},
+  volume={16},
+  year={2003}
+}
+
+@inproceedings{andrew2007scalable,
+  title={Scalable training of L 1-regularized log-linear models},
+  author={Andrew, Galen and Gao, Jianfeng},
+  booktitle={Proceedings of the 24th international conference on Machine learning},
+  pages={33--40},
+  year={2007},
+  organization={ACM}
+}
+
+@article{liu1989limited,
+  title={On the limited memory BFGS method for large scale optimization},
+  author={Liu, Dong C and Nocedal, Jorge},
+  journal={Mathematical programming},
+  volume={45},
+  number={1-3},
+  pages={503--528},
+  year={1989},
+  publisher={Springer}
+>>>>>>> Stashed changes
 }
\ No newline at end of file