Text classification using long short-term memory

WK Sari, DP Rini, RF Malik - 2019 International Conference on …, 2019 - ieeexplore.ieee.org
Text classification usually has the basic problem of presenting data with very high
dimension, so that the model formed is usually hampered because (1) training time …

Document classification of SuDer Turkish news corpora

MU Sen, B Yanıkoğlu - 2018 26th Signal Processing and …, 2018 - ieeexplore.ieee.org
Word embeddings are successfully employed in various Natural Language Processing
tasks, but training them requires large amount of text, which is scarce for Turkish. In this …

Hindi text classification: A review

M Mehta, U Pandey, Y Chaudhary… - … on advances in …, 2021 - ieeexplore.ieee.org
In recent years, Natural Language Processing (NLP) and text analysis has been a topic of
great interest among researchers. The utilization of deep learning techniques such as LSTM …

Improving automated Turkish text classification with learning‐based algorithms

Ö Köksal, EH Yılmaz - Concurrency and Computation: Practice …, 2022 - Wiley Online Library
Text classification is the process of determining categories or tags of a document depending
on its content. Although text classification is a well‐known process, it has many steps that …

Sequential models for text classification using recurrent neural network

WK Sari, DP RINI, RF MALIK… - … technology and its …, 2020 - atlantis-press.com
Neural network-based applications are recently shown promising results for text
classification. However, it is still challenging for the model to contemplate local features and …

Multi-class classification of turkish texts with machine learning algorithms

F Gürcan - 2018 2nd International Symposium on …, 2018 - ieeexplore.ieee.org
The problem of text classification is the process of supervised assignment of text documents
to one or more predefined categories or classes according to the content of the processed …

[PDF][PDF] The accuracy comparison among word2vec, glove, and fasttext towards convolution neural network (cnn) text classification

EM Dharma, FL Gaol, H Warnars, B Soewito - J Theor Appl Inf Technol, 2022 - jatit.org
Feature extraction in the field of Text Processing or Natural Language Processing (NLP) has
its own challenges due to the characteristics of unstructured text. Thus, the selection of the …

Text classification using deep learning: A survey

S Bhawsar, S Dubey, S Kushwaha… - … of International Conference …, 2022 - Springer
In this paper, we have briefly reviewed the previous paper in this domain. The paper
presents some of the state-of-the-art text classification techniques. We have discussed some …

The impact of preprocessing on classification performance in convolutional neural networks for Turkish text

MU Salur, İ Aydin - 2018 International Conference on Artificial …, 2018 - ieeexplore.ieee.org
The increase of text based content produced in electronic environment necessitated to
classify these contents with advanced algorithms. For text classification, the text contents are …

Document classification by using hybrid deep learning approach

BT Hung - Context-Aware Systems and Applications, and Nature …, 2019 - Springer
Text classification is an essential component in a variety of applications of natural language
processing. While the deep learning-based approach is becoming more popular, using …