… word embedding which is more efficient as it can be pre-trained and fine-tuned. As a future scope, this word … and it excels in sentiment classification, textclassification, next sentence …
… classificationevaluation could have been done. This fact not only poses a problem to compare the results among different studies but also suggests that the comparison against flat …
W Zhang, T Yoshida, X Tang - Knowledge-Based Systems, 2008 - Elsevier
… text representation. Briefly, we investigate which beneficial effects can be achieved for text classification if the multi-word… In details, a multi-word extraction method is developed based on …
… extraction of text features for improving textclassification dates … of classifying new text collections, text representations more … and classification methods used and then the evaluation …
ZH Kilimci, S Akyokuş - 2019 4th International Conference on …, 2019 - ieeexplore.ieee.org
… texts. Our objective is to analyze and increase the performance of textclassification on the texts represented with word … research on textclassification. In section 3, we give a summary of …
C Wang, P Nulty, D Lillis - … of the 4th International Conference on …, 2020 - dl.acm.org
… We consider three dimensions in our extrinsic word embeddings evaluation. First, we investigate classic embeddings as well as comparing them to contextualised embeddings in …
… Accuracy calculation is the simplest method of evaluation but … following evaluation methods for textclassification algorithms: … methods of text feature extraction: Weighted word and word …
B Guo, C Zhang, J Liu, X Ma - Neurocomputing, 2019 - Elsevier
… ) have gained considerable attention in textclassification because of the … word embedding (ie, mapping each word into a word vector), and then employ a CNN to perform classification…
EK Shimomoto, LS Souza, BB Gatto… - 2018 International Joint …, 2018 - ieeexplore.ieee.org
… how textclassification with word subspaces is performed under the MSM framework. Then, we present the TF weighted word subspace extension in Section V. Evaluation experiments …