[HTML][HTML] Text classification algorithms: A survey

K Kowsari, K Jafari Meimandi, M Heidarysafa, S Mendu… - Information, 2019 - mdpi.com
… a brief overview of text classification algorithms is discussed. This overview covers different
text … ) is a reduced and simplified representation of a text document from selected parts of the …

Feature selection for text classification: A review

X Deng, Y Li, J Weng, J Zhang - Multimedia Tools and Applications, 2019 - Springer
… , text classification techniques have been … review on feature selection techniques for text
classification. We begin by introducing some popular representation schemes for documents

Knowledge-enhanced document embeddings for text classification

RA Sinoara, J Camacho-Collados, RG Rossi… - Knowledge-Based …, 2019 - Elsevier
… related work on document representation based on latent semantics. A brief description of
the … We present our approaches to the semantic representation of document collections in …

A comprehensive survey on word representation models: From classical to state-of-the-art word representation language models

U Naseem, I Razzak, SK Khan, M Prasad - Transactions on Asian and …, 2021 - dl.acm.org
… , or text classification. In this survey, we study how text representation methods have …
representation of text for low-quality text Classification and therefore uses content, data, and …

Survey on supervised machine learning techniques for automatic text classification

AI Kadhim - Artificial intelligence review, 2019 - Springer
… The present research of text classification objects to enhance the quality of text representation
and … First, features that represent classes for documents were achieved. Thereafter, this …

Text summarization from legal documents: a survey

A Kanapala, S Pal, R Pamula - Artificial Intelligence Review, 2019 - Springer
… discussed how representation, sentence scoring or summary selection … Below we discuss
a few classes of summarization … groupings as with general text categorization for a few cases, …

[HTML][HTML] The influence of preprocessing on text classification using a bag-of-words representation

Y HaCohen-Kerner, D Miller, Y Yigal - PloS one, 2020 - journals.plos.org
… reported to use a BOW representation of hundreds or thousands … topic-based classification
based on the BOW representation. We … A brief description of these three selected ML methods …

Multi-co-training for document classification using various document representations: TF–IDF, LDA, and Doc2Vec

D Kim, D Seo, S Cho, P Kang - Information sciences, 2019 - Elsevier
… As document classification is one of the main text mining tasks, a large number of related …
, we briefly review a few representative studies while focusing on document representation

Deep short text classification with knowledge powered attention

J Chen, Y Hu, J Liu, Y Xiao, H Jiang - … of the AAAI conference on artificial …, 2019 - aaai.org
… Finally, we classify a short text based on the representation of short texthistory and historical
event used in our model are helpful for classifying the short text into the correct class history

Hierarchical transformers for long document classification

R Pappagari, P Zelasko, J Villalba… - 2019 IEEE automatic …, 2019 - ieeexplore.ieee.org
… models introduce a hierarchy of representations (segment-wise and document-wise), we …
Because our work builds heavily upon BERT, we provide a brief summary of its features. BERT …