Turkish text classification with machine learning and transfer learning
The problem of text classification is one of the most fundamental topics of study in the field of
natural language processing, but when reviewing the literature, it is seen that there is an …
natural language processing, but when reviewing the literature, it is seen that there is an …
The effect of transfer learning on Turkish text classification
Text classification is one of the most important issues in natural language processing. In this
study, texts belonging to different problems were classified using classical machine learning …
study, texts belonging to different problems were classified using classical machine learning …
[PDF][PDF] Comparative analysis of deep learning and traditional machine learning models for Turkish text classification
Doc2vec, the Turkish Text Classification 3600 (TTC-3600) dataset consisting of Turkish
news texts was classified based on deep learning. Most commonly used classifiers were …
news texts was classified based on deep learning. Most commonly used classifiers were …
Improving automated Turkish text classification with learning‐based algorithms
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 …
on its content. Although text classification is a well‐known process, it has many steps that …
Tuning the Turkish text classification process using supervised machine learning-based algorithms
Ö Köksal - 2020 International Conference on INnovations in …, 2020 - ieeexplore.ieee.org
Text classification is the process of determining categories or tags of a document depending
on its content. Although it is a well-known process, it has many steps that require tuning to …
on its content. Although it is a well-known process, it has many steps that require tuning to …
Machine learning-based text classification comparison: Turkish language context
YI Alzoubi, AE Topcu, AE Erkaya - Applied Sciences, 2023 - mdpi.com
The growth in textual data associated with the increased usage of online services and the
simplicity of having access to these data has resulted in a rise in the number of text …
simplicity of having access to these data has resulted in a rise in the number of text …
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 …
to one or more predefined categories or classes according to the content of the processed …
Turkish text classification: from Lexicon analysis to bidirectional transformer
D Kavi - arXiv preprint arXiv:2104.11642, 2020 - arxiv.org
Text classification has seen an increased use in both academic and industry settings.
Though rule based methods have been fairly successful, supervised machine learning has …
Though rule based methods have been fairly successful, supervised machine learning has …
Pretrained neural models for turkish text classification
In the text classification process, which is a sub-task of NLP, the preprocessing and indexing
of the text has a direct determining effect on the performance for NLP models. When the …
of the text has a direct determining effect on the performance for NLP models. When the …
Research on text classification based on convolutional neural network
P Song, C Geng, Z Li - 2019 International conference on …, 2019 - ieeexplore.ieee.org
Text classification is one of the research hotspots in the field of Natural Language
Processing (NLP). In this paper, TextCNN model based on Convolutional Neural Network …
Processing (NLP). In this paper, TextCNN model based on Convolutional Neural Network …