A Hierarchical Neural‐Network‐Based Document Representation Approach for Text Classification

J Zheng, Y Guo, C Feng, H Chen - Mathematical Problems in …, 2018 - Wiley Online Library
… First of all, we propose a general framework for document representation with a hierarchical
… proposal for document representation. Let us make a brief illustration. Given a document d …

Representation models for text classification: a comparative analysis over three web document types

G Giannakopoulos, P Mavridi, G Paliouras… - Proceedings of the 2nd …, 2012 - dl.acm.org
… of Web documents, based on inherent document characteristics… classification settings with
respect to the representation … that topic classification on these different document types offers …

The influence of feature representation of text on the performance of document classification

S Martinčić-Ipšić, T Miličić, L Todorovski - Applied Sciences, 2019 - mdpi.com
… a proper document representation model for text document classification with machine …
models introduced above, seven text classification tasks stemming from four standard text

Hierarchical neural representation for document classification

J Zheng, F Cai, W Chen, C Feng, H Chen - Cognitive Computation, 2019 - Springer
text classification as a label-word joint embedding problem. … to document classification
based on statistical representation. … a general framework for document representation with the …

Integrating rich document representations for text classification

S Jiang, J Lewris, M Voltmer… - 2016 IEEE systems and …, 2016 - ieeexplore.ieee.org
… more accurate classification predictions. The first phase our work focused on word vector
representations for classification purposes. This approach included analyzing two distinct text

Knowledge-enhanced document embeddings for text classification

RA Sinoara, J Camacho-Collados, RG Rossi… - Knowledge-Based …, 2019 - Elsevier
… In Section 2, we present the main related work on document representation based on latent
semantics. A brief description of the linguistic resources related to this work is presented in …

[PDF][PDF] Document representation techniques and their effect on the document Clustering and Classification: A Review.

K Singh, HM Devi, AK Mahanta - International Journal of …, 2017 - researchgate.net
text clustering and text classification because they play important role in organizing the
massive amount of document data ie text … graphs for document representation to overcome the …

Rich document representation and classification: An analysis

M Keikha, A Khonsari, F Oroumchian - Knowledge-Based Systems, 2009 - Elsevier
… that the choice of document representation has a … text classifier, which is a simple and robust
text classification scheme. We will compare four different types of document representations

Document representation and quality of text: An analysis

M Keikha, NS Razavian, F Oroumchian… - … II: Clustering, classification …, 2008 - Springer
… factors involved in text classification: the classification model, … the text quality affects the
choice of document representation. … -based classification, which is a simple and robust text classi…

Label-specific document representation for multi-label text classification

L Xiao, X Huang, B Chen, L Jing - Proceedings of the 2019 …, 2019 - aclanthology.org
classification and multilabel classification. The former only assigns one label to the given
document, while the latter classifies one document into … on multi-label text classification (MLTC) …