Classification of Turkish Documents Using Paragraph Vector

M Sarı, AM Özbayoğlu - 2018 International Conference on …, 2018 - ieeexplore.ieee.org
… comparative performance analyses of two Paragraph Vector algorithms, Distributed Memory
… on classifying Turkish columnist’s posts with two different DeepLearning4j Paragraph vector

A comparison of different approaches to document representation in Turkish language

S Yıldırım, T Yıldız - Süleyman Demirel Üniversitesi Fen Bilimleri …, 2018 - dergipark.org.tr
… the Turkish text classification problem, paragraph vector and … document representation
approaches to Turkish document … and applied them for document categorization in Turkish …

Document embedding based supervised methods for Turkish text classification

Hİ Çelenli, ST Öztürk, G Şahin, A Gerek… - 2018 3rd International …, 2018 - ieeexplore.ieee.org
… based on the Paragraph Vector model (aka Doc2Vec) which represents documents as
vectors. These include k Nearest Neighborhood classifier (k NN), Support Vector Machines (SVM)…

ON THE EFFECTIVENESS OF PARAGRAPH VECTOR MODELS IN DOCUMENT SIMILARITY ESTIMATION FOR TURKISH NEWS CATEGORIZATION

A YÜREKLİ - Eskişehir Technical University Journal of Science and …, 2023 - dergipark.org.tr
… In this study, we approach the Turkish news categorization problem as an ad-hoc retrieval …
of paragraph vector models to compute and utilize document-wise similarities of Turkish news …

Application of paragraph vectors to news and tweet data

Hİ Çelenli - 2018 26th Signal Processing and Communications …, 2018 - ieeexplore.ieee.org
… model using Paragraph Vectors via news and tweet data. K-Nearest Neighbors (KNN)
The Doc2Vec model is compared with the Term Frequency-Reverse Document Frequency (TF-IDF…

CLASSIFICATION OF TURKISH TWEETS BY DOCUMENT VECTORS AND INVESTIGATION OF THE EFFECTS OF PARAMETER CHANGES ON CLASSIFICATION …

M BİLGİN - Sigma Journal of Engineering and Natural Sciences, 2020 - dergipark.org.tr
documentsTurkish tweets, and text classification success of method parameter changes
was investigated using two different methods of the algorithm mentioned as document vectors

Stylistic document retrieval for Turkish

D Zamalieva, F Kalaycilar, A Kale… - … on Computer and …, 2009 - ieeexplore.ieee.org
… representing document style was conducted. Based on this notion, we present a Turkish
document … Then, the same features are extracted from a query document and its feature vector is …

Text mining analysis in Turkish language using big data tools

MU Çakir, S Güldamlasioğlu - 2016 IEEE 40th annual computer …, 2016 - ieeexplore.ieee.org
… In this paper a social text mining case will be presented that contains Turkish written text …
Tokenization aims to generate sparse vectors for documents that parsed into vector space. …

Constructing a Turkish corpus for paraphrase identification and semantic similarity

A Eyecioglu, B Keller - … , CICLing 2016, Konya, Turkey, April 3–9, 2016 …, 2018 - Springer
… by aligning sentences from 41,233 plagiarised documents. It is made available by Madnani
et … We report results obtained using Support Vector Classifier (SVC), which was adapted from …

Turkish document semantic categorization using web-based encyclopedia article association

S Özkan - 2012 International Symposium on Innovations in …, 2012 - ieeexplore.ieee.org
… difficult in Turkish text document categorization than the any other language since Turkish
is … In this paper, we develop a Turkish document semantic categorization system which uses …