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Text Categorization

Text Categorization is the task of automatically assigning pre-defined categories to documents written in natural languages. Several types of Text Categorization have been studied, each of which deals with different types of documents and categories, such as topic categorization to detect discussed topics (e.g., sports, politics), spam detection, and sentiment classification to determine the sentiment typically in product or movie reviews.

Source: Effective Use of Word Order for Text Categorization with Convolutional Neural Networks

Papers

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Showing 51–100 of 247 papers

TitleStatusHype
Sequential Learning of Convolutional Features for Effective Text Classification—0
Multi-Granular Text Encoding for Self-Explaining Categorization—0
Towards Unsupervised Text Classification Leveraging Experts and Word Embeddings—0
Text Categorization by Learning Predominant Sense of Words as Auxiliary TaskCode0
Leap-LSTM: Enhancing Long Short-Term Memory for Text CategorizationCode0
Heterogeneous Multi-task Metric Learning across Multiple Domains—0
Rep the Set: Neural Networks for Learning Set RepresentationsCode0
Learning with Inadequate and Incorrect Supervision—0
Learning Graph Pooling and Hybrid Convolutional Operations for Text RepresentationsCode0
Trigonometric comparison measure: A feature selection method for text categorization—0
Structure-Aware Convolutional Neural NetworksCode0
Handling Imbalanced Dataset in Multi-label Text Categorization using Bagging and Adaptive Boosting—0
A Text Classification Application: Poet Detection from Poetry—0
HFT-CNN: Learning Hierarchical Category Structure for Multi-label Short Text CategorizationCode0
Revisiting neural relation classification in clinical notes with external informationCode0
Using the Tsetlin Machine to Learn Human-Interpretable Rules for High-Accuracy Text Categorization with Medical ApplicationsCode0
SeVeN: Augmenting Word Embeddings with Unsupervised Relation VectorsCode0
Computing Word Classes Using Spectral Clustering—0
Document Informed Neural Autoregressive Topic ModelsCode0
Aspect and Sentiment Aware Abstractive Review Summarization—0
MaxMin Linear Initialization for Fuzzy C-Means—0
Topic or Style? Exploring the Most Useful Features for Authorship AttributionCode0
HeLI-based Experiments in Discriminating Between Dutch and Flemish Subtitles—0
A Unified RvNN Framework for End-to-End Chinese Discourse Parsing—0
Computationally efficient discrimination between language varieties with large feature vectors and regularized classifiers—0
A Comparative Study on using Principle Component Analysis with Different Text Classifiers—0
A Visual Quality Index for Fuzzy C-Means—0
The Importance of Calibration for Estimating Proportions from Annotations—0
Fusing Document, Collection and Label Graph-based Representations with Word Embeddings for Text ClassificationCode0
INGEOTEC at SemEval-2018 Task 1: EvoMSA and μTC for Sentiment Analysis—0
A Deep Learning Model with Hierarchical LSTMs and Supervised Attention for Anti-Phishing—0
Modeling Trolling in Social Media Conversations—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
Multilingual Multi-class Sentiment Classification Using Convolutional Neural NetworksCode0
Online Multi-Label Classification: A Label Compression Method—0
Annotation Artifacts in Natural Language Inference Data—0
Authorship Attribution Using the Chaos Game RepresentationCode0
Automatic Generation of Language-Independent Features for Cross-Lingual Classification—0
Deep Learning of Nonnegativity-Constrained Autoencoders for Enhanced Understanding of Data—0
Textual Relations and Topic-Projection: Issues in Text Categorization—0
Compression-Based Regularization with an Application to Multi-Task Learning—0
Diversifying Neural Conversation Model with Maximal Marginal Relevance—0
Automatic Categorization of Tagalog Documents Using Support Vector Machines—0
Character-based recurrent neural networks for morphological relational reasoning—0
Fast and Accurate Decision Trees for Natural Language Processing Tasks—0
Shortest-Path Graph Kernels for Document Similarity—0
Class-based Prediction Errors to Detect Hate Speech with Out-of-vocabulary Words—0
Finding a Character's Voice: Stylome Classification on Literary Characters—0
IKM at SemEval-2017 Task 8: Convolutional Neural Networks for stance detection and rumor verification—0
SentiHeros at SemEval-2017 Task 5: An application of Sentiment Analysis on Financial Tweets—0
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