Working R version of the original Octave code for Neural Net Language…

… Model. Slow, not optimized.

Non-working R version of optimized Neural Net Language Model.

Datasets/dataset1_ancient_octave.mat

@@ -0,0 +1,39 @@
+# Created by Octave 3.4.3, Tue Oct 09 10:54:27 2012 EDT <[email protected]>
+# name: neg_examples_nobias
+# type: matrix
+# rows: 4
+# columns: 2
+ -0.8085714285714286 0.8372093023255818
+ 0.3571428571428572 0.8504983388704321
+ -0.7514285714285714 -0.7308970099667773
+ -0.2999999999999999 0.1262458471760799
+
+
+# name: pos_examples_nobias
+# type: matrix
+# rows: 4
+# columns: 2
+ 0.8714285714285714 0.6245847176079737
+ -0.01999999999999991 -0.9235880398671097
+ 0.362857142857143 -0.3189368770764118
+ 0.8885714285714283 -0.8704318936877078
+
+
+# name: w_gen_feas
+# type: matrix
+# rows: 3
+# columns: 1
+ 4.349652602017646
+ -2.609972353001155
+ -0.6941474928102369
+
+
+# name: w_init
+# type: matrix
+# rows: 3
+# columns: 1
+ -0.6217014737809046
+ 0.7609152728514132
+ 0.7718720489184812
+
+

Datasets/dataset2_ancient_octave.mat

@@ -0,0 +1,38 @@
+# Created by Octave 3.4.3, Tue Oct 09 10:55:17 2012 EDT <[email protected]>
+# name: neg_examples_nobias
+# type: matrix
+# rows: 5
+# columns: 2
+ -0.8085714285714286 0.8372093023255818
+ 0.3571428571428572 0.8504983388704321
+ -0.7514285714285714 -0.7308970099667773
+ -0.2999999999999999 0.1262458471760799
+ 0.6428571428571428 -0.5448504983388702
+
+
+# name: pos_examples_nobias
+# type: matrix
+# rows: 5
+# columns: 2
+ 0.8714285714285714 0.6245847176079737
+ -0.01999999999999991 -0.9235880398671097
+ 0.362857142857143 -0.3189368770764118
+ 0.8885714285714283 -0.8704318936877078
+ -0.5285714285714286 0.5116279069767444
+
+
+# name: w_gen_feas
+# type: matrix
+# rows: 0
+# columns: 0
+
+
+# name: w_init
+# type: matrix
+# rows: 3
+# columns: 1
+ 1.846898867105877
+ -0.5832492921428249
+ -0.5417888259410228
+
+

Datasets/dataset3_ancient_octave.mat

@@ -0,0 +1,45 @@
+# Created by Octave 3.4.3, Tue Oct 09 10:55:23 2012 EDT <[email protected]>
+# name: neg_examples_nobias
+# type: matrix
+# rows: 7
+# columns: 2
+ -0.7914285714285715 0.07973421926910329
+ -0.5571428571428571 0.4119601328903657
+ -0.2257142857142856 0.6976744186046515
+ 0.1628571428571428 0.8305647840531565
+ 0.46 0.6578073089701
+ 0.734285714285714 0.3388704318936879
+ 0.8257142857142856 -0.01328903654485036
+
+
+# name: pos_examples_nobias
+# type: matrix
+# rows: 7
+# columns: 2
+ -0.7628571428571429 -0.1926910299003322
+ -0.6028571428571429 -0.485049833887043
+ -0.3857142857142858 -0.6976744186046511
+ -0.1914285714285714 -0.3588039867109634
+ 0.2828571428571429 -0.4318936877076411
+ 0.4085714285714284 -0.6976744186046511
+ 0.7514285714285713 -0.2325581395348835
+
+
+# name: w_gen_feas
+# type: matrix
+# rows: 3
+# columns: 1
+ -0.6727286447504772
+ -11.4892171706386
+ -0.8941109530297788
+
+
+# name: w_init
+# type: matrix
+# rows: 3
+# columns: 1
+ 0.9036803371988847
+ -0.4908754917186831
+ 0.9485529482883966
+
+

Datasets/dataset4_ancient_octave.mat

@@ -0,0 +1,45 @@
+# Created by Octave 3.4.3, Tue Oct 09 10:55:54 2012 EDT <[email protected]>
+# name: neg_examples_nobias
+# type: matrix
+# rows: 9
+# columns: 2
+ -0.8657142857142858 -0.3920265780730896
+ -0.7857142857142857 -0.1727574750830563
+ -0.5571428571428571 0.2458471760797345
+ -0.2885714285714286 0.524916943521595
+ -0.1285714285714287 0.524916943521595
+ 0.08285714285714274 0.3322259136212626
+ 0.1800000000000002 0.1063122923588042
+ 0.2542857142857144 -0.166112956810631
+ 0.3285714285714287 -0.3521594684385381
+
+
+# name: pos_examples_nobias
+# type: matrix
+# rows: 8
+# columns: 2
+ -0.08857142857142863 0.2325581395348839
+ 0.008571428571428452 -0.06644518272425226
+ 0.1285714285714286 -0.3255813953488371
+ 0.2885714285714287 -0.5249169435215946
+ 0.597142857142857 -0.4651162790697674
+ 0.7171428571428571 -0.1461794019933553
+ 0.8599999999999999 0.1594684385382061
+ 0.9457142857142857 0.4451827242524919
+
+
+# name: w_gen_feas
+# type: matrix
+# rows: 0
+# columns: 0
+
+
+# name: w_init
+# type: matrix
+# rows: 3
+# columns: 1
+ -0.03182596423633538
+ -0.2551127277965609
+ -0.007102522003047257
+
+