
##---------------**Document Classification Results Using Document Embeddings**---------------------------##



                            ****FOR UNSEEN DATA***

####----- Giving first 50,000 documents embeddings as train and last 50,000 test set-----###
###-----------------------------------------------------------------------------------------------##

                           *****Classification Accuracy*****

              ### TDE : 75% (currectly predicts 37500 documents out of 50000 documents)
              ### d2vecC: 72.29% (currectly predicts 36145 documents out of 50000 documents)


                           *****Classification ERROR-RATE*****
 
                ### TDE: 25% 
                ### doc2vecC:  27.71% 
     

###-----------------------------------------------------------------------------------------------##

### -------------------*TDE Terminal logs*------------------------------------------------###

make[1]: Leaving directory '/opt/doc2vecC/data/ste-avg-d2vC-DocTest-alldata/liblinear/blas'
g++ -Wall -Wconversion -O3 -fPIC -o train train.c tron.o linear.o blas/blas.a
g++ -Wall -Wconversion -O3 -fPIC -o predict predict.c tron.o linear.o blas/blas.a
iter  1 act 6.443e+03 pre 6.194e+03 delta 2.295e-01 f 3.466e+04 |g| 6.969e+05 CG   1
iter  2 act 4.867e+01 pre 4.791e+01 delta 2.295e-01 f 2.821e+04 |g| 5.410e+04 CG   1
Accuracy = 75% (37500/50000)


### -------------------*Doc2vecC Terminal logs*------------------------------------------------###

iter  1 act 6.356e+03 pre 6.111e+03 delta 1.251e+00 f 3.466e+04 |g| 3.436e+05 CG   1
cg reaches trust region boundary
iter  2 act 6.713e+02 pre 6.498e+02 delta 5.003e+00 f 2.830e+04 |g| 2.670e+04 CG   2
cg reaches trust region boundary
iter  3 act 1.156e+03 pre 1.160e+03 delta 2.001e+01 f 2.763e+04 |g| 7.072e+03 CG   2
iter  4 act 5.642e+02 pre 5.344e+02 delta 2.001e+01 f 2.647e+04 |g| 1.670e+04 CG   6
cg reaches trust region boundary
iter  5 act 3.092e+02 pre 2.977e+02 delta 8.004e+01 f 2.591e+04 |g| 6.253e+03 CG   9
iter  6 act 1.876e+02 pre 1.855e+02 delta 8.004e+01 f 2.560e+04 |g| 3.556e+03 CG  18
iter  7 act 3.837e+01 pre 3.851e+01 delta 8.004e+01 f 2.541e+04 |g| 1.856e+03 CG  19
Accuracy = 72.29% (36145/50000)




                 
                                     ****FOR SEEN DATA***

              
####----- Giving all documents embeddings as train and test (same data for train and test) -----###
###-----------------------------------------------------------------------------------------------##

                           *****Classification Accuracy*****
                       
              ### TDE : 87.5% (currectly predicts 87500 documents out of 100000 documents)
              ### d2vecC         : 87.319%(currectly predict 87319 documents out of 100000 documents)


                           *****Classification ERROR-RATE*****

             ### ste-avg-d2vecC : 12.5%
             ### d2vecC         : 12.68%
              
###-----------------------------------------------------------------------------------------------##

### -------------------*TDE Terminal logs*------------------------------------------------###

make[1]: Leaving directory '/opt/doc2vecC/data/ste-avg-d2vC-DocTest-alldata/liblinear/blas'
g++ -Wall -Wconversion -O3 -fPIC -o train train.c tron.o linear.o blas/blas.a
g++ -Wall -Wconversion -O3 -fPIC -o predict predict.c tron.o linear.o blas/blas.a
iter  1 act 3.017e+04 pre 2.784e+04 delta 5.020e-01 f 6.931e+04 |g| 2.090e+06 CG   1
iter  2 act 1.242e+03 pre 1.147e+03 delta 5.020e-01 f 3.914e+04 |g| 3.261e+05 CG   1
iter  3 act 2.295e+01 pre 2.260e+01 delta 5.020e-01 f 3.790e+04 |g| 3.969e+04 CG   1
Accuracy = 87.5% (87500/100000)


### -------------------*Doc2vecC Terminal logs*------------------------------------------------###
make: Nothing to be done for 'all'.
iter  1 act 2.993e+04 pre 2.761e+04 delta 2.778e+00 f 6.931e+04 |g| 1.035e+06 CG   1
cg reaches trust region boundary
iter  2 act 2.723e+03 pre 2.407e+03 delta 1.111e+01 f 3.939e+04 |g| 1.611e+05 CG   3
cg reaches trust region boundary
iter  3 act 1.921e+03 pre 1.831e+03 delta 4.445e+01 f 3.667e+04 |g| 3.226e+04 CG   6
iter  4 act 8.588e+01 pre 8.256e+01 delta 4.445e+01 f 3.474e+04 |g| 3.106e+04 CG   2
cg reaches trust region boundary
iter  5 act 7.546e+02 pre 7.322e+02 delta 1.778e+02 f 3.466e+04 |g| 2.088e+03 CG  19
iter  6 act 9.585e+00 pre 9.498e+00 delta 1.778e+02 f 3.390e+04 |g| 1.245e+04 CG   1
Accuracy = 87.319% (87319/100000)





