Updated results.csv

Author: SuyashLakhotia

results.csv

@@ -5,6 +5,9 @@
 "20 Newsgroups","linear_svc","0.695387663","{format: 'tfidf', vocab_size: 10000}","{C: 41.0}","-","Optimized Hyperparameters","03eaf72","1521456928"
 "20 Newsgroups","multinomial_nb","0.695387663","{format: 'tfidf', vocab_size: 10000}","{alpha: 0.01}","-","-","383e377","1518630749"
 "20 Newsgroups","multinomial_nb","0.684493492","{format: 'tfidf', vocab_size: 10000}","{alpha: 0.001}","-","Optimized Hyperparameters","03eaf72","1521456928"
+"20 Newsgroups","mlp","0.683644595","{format: 'count', vocab_size: 10000}","{layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","337d001","1521887656"
+"20 Newsgroups","mlp","0.712082626","{format: 'count', vocab_size: 10000}","{layers: [100]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","03eaf72","1521740336"
+"20 Newsgroups","mlp","0.707979626","{format: 'count', vocab_size: 10000}","{layers: [360]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","03eaf72","1521740417"
 "20 Newsgroups","mlp","0.709252954","{format: 'tfidf', vocab_size: 10000}","{layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","3f55b77","1514560051"
 "20 Newsgroups","mlp","0.729202037","{format: 'tfidf', vocab_size: 10000}","{layers: [100]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","Optimized Hyperparameters","f1d6a91","1521358519"
 "20 Newsgroups","mlp","0.730758347","{format: 'tfidf', vocab_size: 10000}","{layers: [360]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","0ddb83d","1514562275"
@@ -15,7 +18,7 @@
 "20 Newsgroups","gcnn_chebyshev","0.679541596","{format: 'count', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [5], num_features: [32], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","b5fc243","1518035369"
 "20 Newsgroups","gcnn_chebyshev","0.717600453","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [5], num_features: [8], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","97660b4","1516702205"
 "20 Newsgroups","gcnn_chebyshev","0.715053763","{format: 'tfidf', vocab_size: 10000}","{num_edges: 8, coarsening_levels: 0, filter_sizes: [2], num_features: [32], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","Optimized Hyperparameters","03eaf72","1521360585"
-"20 Newsgroups","gcnn_chebyshev","0.716468573","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [5], num_features: [32], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","Xavier Initialization","b52742c","1514491066"
+"20 Newsgroups","gcnn_chebyshev","0.716468573","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [5], num_features: [32], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","Architecture from M. Defferrard, 2017","b52742c","1514491066"
 "20 Newsgroups","gcnn_chebyshev","0.716185625","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 3, filter_sizes: [2], num_features: [4], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","97660b4","1516654550"
 "20 Newsgroups","gcnn_chebyshev","0.692133560","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 3, filter_sizes: [2], num_features: [4], pooling_sizes: [4], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","-","97660b4","1516683996"
 "20 Newsgroups","gcnn_chebyshev","0.629881154","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 3, filter_sizes: [2], num_features: [4], pooling_sizes: [4], fc_layers: [1000]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 200}","Architecture from M. Henaff, 2015","97660b4","1516684850"
@@ -45,6 +48,7 @@
 "RCV1","mlp","0.910050871","{format: 'tfidf', vocab_size: 10000}","{layers: [2000, 1000]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 50}","-","b9df4c8","1520060333"
 "RCV1","cnn_fchollet","0.899438948","{format: 'word2ind', vocab_size: 10001, seq_len: 1000}","{filter_widths: [5, 5, 5], num_features: [128, 128, 128], pooling_sizes: [5, 5, 5], fc_layers: [128]}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 50}","-","2966f15","1520951089"
 "RCV1","cnn_ykim","0.907462133","{format: 'word2ind', vocab_size: 10001, seq_len: 1000}","{filter_widths: [3, 4, 5], num_features: 128, fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 50}","-","2966f15","1520942963"
+"RCV1","gcnn_chebyshev","0.896842015","{format: 'count', vocab_size: 2000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [5], num_features: [32], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 50}","-","d9f432e","1519460206"
 "RCV1","gcnn_chebyshev","0.912734783","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [4], num_features: [8], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 50}","-","b9df4c8","1520751496"
 "RCV1","gcnn_chebyshev","0.913301069","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [4], num_features: [8], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.2, l2_reg: 0.0, batch_size: 64, epochs: 50}","Optimized Hyperparameters","6ec4c96","1521146641"
 "RCV1","gcnn_spline","0.912901338","{format: 'tfidf', vocab_size: 10000}","{num_edges: 16, coarsening_levels: 0, filter_sizes: [4], num_features: [8], pooling_sizes: [1], fc_layers: []}","{learning_rate: 0.001, dropout: 0.5, l2_reg: 0.0, batch_size: 64, epochs: 50}","-","03eaf72","1521456262"