diff --git a/src/DSMH_sampler.m b/src/DSMH_sampler.m
index d44a43f501db7df3145f93ab575bd586dc58ba27..b2834d9118b4c93e9cba4fc4b05f3d49a269ad3a 100644
--- a/src/DSMH_sampler.m
+++ b/src/DSMH_sampler.m
@@ -152,15 +152,15 @@ plt = 1 ;
         drawnow
     end
     dyn_saveas(hh,[ M_.fname '_param_density' int2str(plt) ],options_.nodisplay,options_.graph_format);
-    if TeX
+    if TeX && any(strcmp('eps',cellstr(options_.graph_format)))
         % TeX eps loader file
         fprintf(fidTeX,'\\begin{figure}[H]\n');
         for jj = 1:min(nstar,length(x)-(plt-1)*nstar)
             fprintf(fidTeX,'\\psfrag{%s}[1][][0.5][0]{%s}\n',deblank(NAMES(jj,:)),deblank(TeXNAMES(jj,:)));
         end
         fprintf(fidTeX,'\\centering \n');
-        fprintf(fidTeX,'\\includegraphics[scale=0.5]{%s_ParametersDensities%s}\n',M_.fname,int2str(plt));
-        fprintf(fidTeX,'\\caption{ParametersDensities.}');
+        fprintf(fidTeX,'\\includegraphics[width=%2.2f\\textwidth]{%_param_density%s}\n',min(k/floor(sqrt(npar)),1),M_.fname,int2str(plt));
+        fprintf(fidTeX,'\\caption{Parameter densities based on the Dynamic Striated Metropolis-Hastings algorithm.}');
         fprintf(fidTeX,'\\label{Fig:ParametersDensities:%s}\n',int2str(plt));
         fprintf(fidTeX,'\\end{figure}\n');
         fprintf(fidTeX,' \n');
diff --git a/src/Herbst_Schorfheide_sampler.m b/src/Herbst_Schorfheide_sampler.m
index 3c648291971755f615b6f09780d5bbb5705fe48f..80f5b2bc3f4aa61deda96ca53ad5f5870a843342 100644
--- a/src/Herbst_Schorfheide_sampler.m
+++ b/src/Herbst_Schorfheide_sampler.m
@@ -180,15 +180,15 @@ plt = 1 ;
         drawnow
     end
     dyn_saveas(hh,[ M_.fname '_param_density' int2str(plt) ],options_.nodisplay,options_.graph_format);
-    if TeX
+    if TeX && any(strcmp('eps',cellstr(options_.graph_format)))
         % TeX eps loader file
         fprintf(fidTeX,'\\begin{figure}[H]\n');
         for jj = 1:min(nstar,length(x)-(plt-1)*nstar)
             fprintf(fidTeX,'\\psfrag{%s}[1][][0.5][0]{%s}\n',deblank(NAMES(jj,:)),deblank(TeXNAMES(jj,:)));
         end
         fprintf(fidTeX,'\\centering \n');
-        fprintf(fidTeX,'\\includegraphics[scale=0.5]{%s_ParametersDensities%s}\n',M_.fname,int2str(plt));
-        fprintf(fidTeX,'\\caption{ParametersDensities.}');
+        fprintf(fidTeX,'\\includegraphics[width=%2.2f\\textwidth]{%_param_density%s}\n',min(k/floor(sqrt(npar)),1),M_.fname,int2str(plt));
+        fprintf(fidTeX,'\\caption{Parameter densities based on the Herbst/Schorfheide sampler.}');
         fprintf(fidTeX,'\\label{Fig:ParametersDensities:%s}\n',int2str(plt));
         fprintf(fidTeX,'\\end{figure}\n');
         fprintf(fidTeX,' \n');
diff --git a/src/online_auxiliary_filter.m b/src/online_auxiliary_filter.m
index 6acadc6080c6a7512934ded68bf6cfebac3b1d70..aa4b9895fd8d60d37764ce8cc8503626a22fc7b5 100644
--- a/src/online_auxiliary_filter.m
+++ b/src/online_auxiliary_filter.m
@@ -374,16 +374,16 @@ for plt = 1:nbplt
         drawnow
     end
     dyn_saveas(hh,[ Model.fname '_param_density' int2str(plt) ],DynareOptions.nodisplay,DynareOptions.graph_format);
-    if TeX
+    if TeX && any(strcmp('eps',cellstr(DynareOptions.graph_format)))
         % TeX eps loader file
         fprintf(fidTeX, '\\begin{figure}[H]\n');
         for jj = 1:length(x)
             fprintf(fidTeX, '\\psfrag{%s}[1][][0.5][0]{%s}\n', deblank(NAMES(jj,:)), deblank(TeXNAMES(jj,:)));
         end
         fprintf(fidTeX,'\\centering \n');
-        fprintf(fidTeX,'\\includegraphics[scale=0.5]{%s_ParametersDensities%s}\n',Model.fname,int2str(plt));
-        fprintf(fidTeX,'\\caption{ParametersDensities.}');
-        fprintf(fidTeX,'\\label{Fig:ParametersDensities:%s}\n',int2str(plt));
+        fprintf(fidTeX,'\\includegraphics[width=%2.2f\\textwidth]{%_param_density%s}\n',min(k/nc,1),M_.fname,int2str(plt));
+        fprintf(fidTeX,'\\caption{Parameter densities based on the Liu/West particle filter.}');
+        fprintf(fidTeX,'\\label{Fig:ParameterDensities:%s}\n',int2str(plt));
         fprintf(fidTeX,'\\end{figure}\n');
         fprintf(fidTeX,' \n');
     end