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Title: GitHub - ansonTGN/Text_Classification: Text Classification Algorithms: A Survey

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Description: Text Classification Algorithms: A Survey. Contribute to ansonTGN/Text_Classification development by creating an account on GitHub.

Open Graph Description: Text Classification Algorithms: A Survey. Contribute to ansonTGN/Text_Classification development by creating an account on GitHub.

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	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-algorithms-a-survey
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	https://doi.org/10.3390/info10040150
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Text Classification Algorithms: A Survey	https://arxiv.org/abs/1904.08067
	https://www.mdpi.com/journal/information/awards
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#table-of-contents
Introduction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#introduction
Text and Document Feature Extraction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-and-document-feature-extraction
Text Cleaning and Pre-processing	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-cleaning-and-pre-processing
Tokenization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#tokenization
Stop words	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#stop-words
Capitalization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#capitalization
Slangs and Abbreviations	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#slangs-and-abbreviations
Noise Removal	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#noise-removal
Spelling Correction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#spelling-correction
Stemming	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#stemming
Lemmatization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#lemmatization
Word Embedding	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#word-embedding
Word2Vec	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#word2vec
Global Vectors for Word Representation (GloVe)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#global-vectors-for-word-representation-glove
Contextualized Word Representations	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#contextualized-word-representations
FastText	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#fasttext
Weighted Words	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#weighted-words
Term frequency	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#term-frequency
Term Frequency-Inverse Document Frequency	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#term-frequency-inverse-document-frequency
Comparison of Feature Extraction Techniques	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#comparison-of-feature-extraction-techniques
Dimensionality Reduction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#dimensionality-reduction
Principal Component Analysis (PCA)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#principal-component-analysis-pca
Linear Discriminant Analysis (LDA)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#linear-discriminant-analysis-lda
Non-negative Matrix Factorization (NMF)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#non-negative-matrix-factorization-nmf
Random Projection	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#random-projection
Autoencoder	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#autoencoder
T-distributed Stochastic Neighbor Embedding (T-SNE)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#t-distributed-stochastic-neighbor-embedding-t-sne
Text Classification Techniques	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-techniques
Rocchio classification	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#rocchio-classification
Boosting and Bagging	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#boosting-and-bagging
Boosting	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#boosting
Bagging	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#bagging
Naive Bayes Classifier	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#naive-bayes-classifier
K-nearest Neighbor	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#k-nearest-neighbor
Support Vector Machine (SVM)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#support-vector-machine-svm
Decision Tree	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#decision-tree
Random Forest	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#random-forest
Conditional Random Field (CRF)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#conditional-random-field-crf
Deep Learning	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#deep-learning
Deep Neural Networks	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#deep-neural-networks
Recurrent Neural Networks (RNN)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#recurrent-neural-networks-rnn
Gated Recurrent Unit (GRU)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#gated-recurrent-unit-gru
Long Short-Term Memory (LSTM)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#long-short-term-memory-lstm
Convolutional Neural Networks (CNN)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#convolutional-neural-networks-cnn
Hierarchical Attention Networks	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#hierarchical-attention-networks
Recurrent Convolutional Neural Networks (RCNN)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#recurrent-convolutional-neural-networks-rcnn
Random Multimodel Deep Learning (RMDL)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#random-multimodel-deep-learning-rmdl
Hierarchical Deep Learning for Text (HDLTex)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#hierarchical-deep-learning-for-text-hdltex
Comparison Text Classification Algorithms	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#comparison-text-classification-algorithms
Evaluation	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#evaluation
F1 Score	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#f1-score
Matthew correlation coefficient (MCC)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#matthew-correlation-coefficient-mcc
Receiver operating characteristics (ROC)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#receiver-operating-characteristics-roc
Area Under Curve (AUC)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#area-under-curve-auc
Text and Document Datasets	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-and-document-datasets
IMDB	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#imdb
Reuters-21578	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#reuters-21578
20Newsgroups	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#newsgroups
Web of Science Dataset	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#web-of-science-dataset
Text Classification Applications	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-applications
Information Retrieval	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#information-retrieval
Information Filtering	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#information-filtering
Sentiment Analysis	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#sentiment-analysis
Recommender Systems	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#recommender-systems
Knowledge Management	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#knowledge-management
Document Summarization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#document-summarization
Text Classification Support	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-support
Health	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#health
Social Sciences	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#social-sciences
Business and Marketing	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#business-and-marketing
Law	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#law
Citations:	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#citations
Introduction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id1
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#introduction
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/OverviewTextClassification.png
Text and Document Feature Extraction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id2
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-and-document-feature-extraction
Text Cleaning and Pre-processing	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id3
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-cleaning-and-pre-processing
Tokenization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id4
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#tokenization
Stop words	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id5
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#stop-words
geeksforgeeks	https://www.geeksforgeeks.org/removing-stop-words-nltk-python/
Capitalization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id6
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#capitalization
Slangs and Abbreviations	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id7
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#slangs-and-abbreviations
Noise Removal	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id8
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#noise-removal
Spelling Correction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id9
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#spelling-correction
Stemming	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id10
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#stemming
NLTK	https://pythonprogramming.net/stemming-nltk-tutorial/
Lemmatization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id11
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#lemmatization
Word Embedding	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id12
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#word-embedding
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/CBOW.png
Word2Vec	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id13
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#word2vec
https://code.google.com/p/word2vec/	https://code.google.com/p/word2vec/
https://code.google.com/p/word2vec/issues/detail?id=1#c5	https://code.google.com/p/word2vec/issues/detail?id=1#c5
https://code.google.com/p/word2vec/issues/detail?id=2	https://code.google.com/p/word2vec/issues/detail?id=2
https://code.google.com/p/word2vec/	https://code.google.com/p/word2vec/
Global Vectors for Word Representation (GloVe)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id14
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#global-vectors-for-word-representation-glove
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/Glove.PNG
project page	http://nlp.stanford.edu/projects/glove/
paper	http://nlp.stanford.edu/pubs/glove.pdf
Contextualized Word Representations	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id15
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#contextualized-word-representations
"Deep contextualized word representations"	http://arxiv.org/abs/1802.05365
AllenNLP	http://allennlp.org/
Tensorflow Hub	https://www.tensorflow.org/hub/modules/google/elmo/2
here	https://allennlp.org/elmo
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/ngram_cnn_highway_1.png
arXiv paper	https://arxiv.org/pdf/1508.06615.pdf
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/Glove_VS_DCWE.png
FastText	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id16
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#fasttext
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/fasttext-logo-color-web.png
facebookresearch/fastText	https://github.com/facebookresearch/fastText
English word vectors	https://fasttext.cc/docs/en/english-vectors.html
157 languages trained on Wikipedia and Crawl	https://github.com/facebookresearch/fastText/blob/master/docs/crawl-vectors.md
language identification	https://fasttext.cc/docs/en/language-identification.html#content
various supervised tasks	https://fasttext.cc/docs/en/supervised-models.html#content
YFCC100M data	https://fasttext.cc/docs/en/dataset.html#content
answers to frequently asked questions	https://fasttext.cc/docs/en/faqs.html#content
website	https://fasttext.cc/
cheatsheet	https://fasttext.cc/docs/en/cheatsheet.html#content
Weighted Words	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id17
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#weighted-words
Term frequency	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id18
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#term-frequency
Term Frequency-Inverse Document Frequency	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id19
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#term-frequency-inverse-document-frequency
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/eq/tf-idf.gif
Comparison of Feature Extraction Techniques	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id20
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#comparison-of-feature-extraction-techniques
Dimensionality Reduction	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id21
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#dimensionality-reduction
Principal Component Analysis (PCA)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id22
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#principal-component-analysis-pca
Linear Discriminant Analysis (LDA)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id23
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#linear-discriminant-analysis-lda
Non-negative Matrix Factorization (NMF)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id24
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#non-negative-matrix-factorization-nmf
Random Projection	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id25
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#random-projection
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/Random%20Projection.png
Autoencoder	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id26
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#autoencoder
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/Autoencoder.png
T-distributed Stochastic Neighbor Embedding (T-SNE)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id27
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#t-distributed-stochastic-neighbor-embedding-t-sne
G. Hinton and ST. Roweis	https://www.cs.toronto.edu/~fritz/absps/sne.pdf
Example	http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/TSNE.png
Text Classification Techniques	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id28
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-techniques
Rocchio classification	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id29
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#rocchio-classification
Boosting and Bagging	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id30
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#boosting-and-bagging
Boosting	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id31
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#boosting
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/Boosting.PNG
Michael Kearns	https://en.wikipedia.org/wiki/Michael_Kearns_(computer_scientist)
Bagging	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id32
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#bagging
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/Bagging.PNG
Naive Bayes Classifier	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id33
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#naive-bayes-classifier
K-nearest Neighbor	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id34
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#k-nearest-neighbor
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/KNN.png
Support Vector Machine (SVM)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id35
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#support-vector-machine-svm
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/SVM.png
Decision Tree	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id36
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#decision-tree
D. Morgan	http://www.aclweb.org/anthology/P95-1037
JR. Quinlan	https://courses.cs.ut.ee/2009/bayesian-networks/extras/quinlan1986.pdf
De Mantaras	https://link.springer.com/article/10.1023/A:1022694001379
Random Forest	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id37
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#random-forest
T. Kam Ho	https://doi.org/10.1109/ICDAR.1995.598994
L. Breiman	https://link.springer.com/article/10.1023/A:1010933404324
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/RF.png
Conditional Random Field (CRF)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id38
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#conditional-random-field-crf
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/CRF.png
Here	http://sklearn-crfsuite.readthedocs.io/en/latest/tutorial.html
Deep Learning	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id39
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#deep-learning
Deep Neural Networks	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id40
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#deep-neural-networks
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/DNN.png
Recurrent Neural Networks (RNN)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id41
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#recurrent-neural-networks-rnn
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/RNN.png
Gated Recurrent Unit (GRU)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id42
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#gated-recurrent-unit-gru
J. Chung et al.	https://arxiv.org/abs/1412.3555
K.Cho et al.	https://arxiv.org/abs/1406.1078
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/LSTM.png
Long Short-Term Memory (LSTM)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id43
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#long-short-term-memory-lstm
S. Hochreiter and J. Schmidhuber	https://www.mitpressjournals.org/doi/abs/10.1162/neco.1997.9.8.1735
Convolutional Neural Networks (CNN)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id44
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#convolutional-neural-networks-cnn
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/CNN.png
Hierarchical Attention Networks	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id45
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#hierarchical-attention-networks
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/HAN.png
Recurrent Convolutional Neural Networks (RCNN)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id46
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#recurrent-convolutional-neural-networks-rcnn
Random Multimodel Deep Learning (RMDL)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id47
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#random-multimodel-deep-learning-rmdl
RMDL: Random Multimodel Deep Learning for Classification	https://www.researchgate.net/publication/324922651_RMDL_Random_Multimodel_Deep_Learning_for_Classification
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/RMDL.jpg
Python packages	https://www.scaler.com/topics/python/python-packages/
Hierarchical Deep Learning for Text (HDLTex)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id48
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#hierarchical-deep-learning-for-text-hdltex
HDLTex: Hierarchical Deep Learning for Text Classification	https://arxiv.org/abs/1709.08267
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/HDLTex.png
Comparison Text Classification Algorithms	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id49
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#comparison-text-classification-algorithms
Evaluation	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id50
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#evaluation
F1 Score	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id51
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#f1-score
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/F1.png
Matthew correlation coefficient (MCC)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id52
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#matthew-correlation-coefficient-mcc
Receiver operating characteristics (ROC)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id53
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#receiver-operating-characteristics-roc
sources	http://scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/blob/master/docs/pic/sphx_glr_plot_roc_001.png
Area Under Curve (AUC)	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id54
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#area-under-curve-auc
Text and Document Datasets	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id55
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-and-document-datasets
IMDB	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id56
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#imdb
IMDB Dataset	http://ai.stanford.edu/~amaas/data/sentiment/
Reuters-21578	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id57
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#reuters-21578
Reters-21578 Dataset	https://keras.io/datasets/
20Newsgroups	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id58
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#20newsgroups
20Newsgroups Dataset	https://archive.ics.uci.edu/ml/datasets/Twenty+Newsgroups
Web of Science Dataset	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id59
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#web-of-science-dataset
WOS-11967	http://dx.doi.org/10.17632/9rw3vkcfy4.2
WOS-46985	http://dx.doi.org/10.17632/9rw3vkcfy4.2
WOS-5736	http://dx.doi.org/10.17632/9rw3vkcfy4.2
Text Classification Applications	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id60
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-applications
Information Retrieval	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id61
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#information-retrieval
Introduction to information retrieval	http://eprints.bimcoordinator.co.uk/35/
Web forum retrieval and text analytics: A survey	http://www.nowpublishers.com/article/Details/INR-062
Automatic Text Classification in Information retrieval: A Survey	https://dl.acm.org/citation.cfm?id=2905191
Information Filtering	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id62
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#information-filtering
Search engines: Information retrieval in practice	http://library.mpib-berlin.mpg.de/toc/z2009_2465.pdf/
Implementation of the SMART information retrieval system	https://ecommons.cornell.edu/bitstream/handle/1813/6526/85-686.pdf?sequence=1
Sentiment Analysis	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id63
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#sentiment-analysis
Opinion mining and sentiment analysis	http://www.nowpublishers.com/article/Details/INR-011
A survey of opinion mining and sentiment analysis	https://link.springer.com/chapter/10.1007/978-1-4614-3223-4_13
Thumbs up?: sentiment classification using machine learning techniques	https://dl.acm.org/citation.cfm?id=1118704
Recommender Systems	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id64
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#recommender-systems
Content-based recommender systems	https://link.springer.com/chapter/10.1007/978-3-319-29659-3_4
Content-based recommendation systems	https://link.springer.com/chapter/10.1007/978-3-540-72079-9_10
Knowledge Management	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id65
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#knowledge-management
Text mining: concepts, applications, tools and issues-an overview	http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.403.2426&rep=rep1&type=pdf
Analysis of Railway Accidents' Narratives Using Deep Learning	https://ieeexplore.ieee.org/abstract/document/8614260/
Document Summarization	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id66
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#document-summarization
Advances in automatic text summarization	https://books.google.com/books?hl=en&lr=&id=YtUZQaKDmzEC&oi=fnd&pg=PA215&dq=Advances+in+automatic+text+summarization&ots=ZpvCsrG-dC&sig=8ecTDTrQR4mMzDnKvI58sowh3Fg
Improving Multi-Document Summarization via Text Classification.	https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14525
Text Classification Support	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id67
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#text-classification-support
Health	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id68
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#health
Patient2Vec: A Personalized Interpretable Deep Representation of the Longitudinal Electronic Health Record	https://ieeexplore.ieee.org/abstract/document/8490816/
Combining Bayesian text classification and shrinkage to automate healthcare coding: A data quality analysis	https://dl.acm.org/citation.cfm?id=2063506
A	http://b/
MeSH Up: effective MeSH text classification for improved document retrieval	https://academic.oup.com/bioinformatics/article-abstract/25/11/1412/333120
Social Sciences	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id69
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#social-sciences
Identification of imminent suicide risk among young adults using text messages	https://dl.acm.org/citation.cfm?id=3173987
Textual Emotion Classification: An Interoperability Study on Cross-Genre Data Sets	https://link.springer.com/chapter/10.1007/978-3-319-63004-5_21
Social Monitoring for Public Health	https://www.morganclaypool.com/doi/abs/10.2200/S00791ED1V01Y201707ICR060
Business and Marketing	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id70
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#business-and-marketing
Opinion mining using ensemble text hidden Markov models for text classification	https://www.sciencedirect.com/science/article/pii/S0957417417304979
Classifying business marketing messages on Facebook	https://www.researchgate.net/profile/Bei_Yu2/publication/236246670_Classifying_Business_Marketing_Messages_on_Facebook/links/56bcb34408ae6cc737c6335b.pdf
Law	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id71
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#law
Represent yourself in court: How to prepare & try a winning case	https://books.google.com/books?hl=en&lr=&id=-lodDQAAQBAJ&oi=fnd&pg=PP1&dq=Represent+yourself+in+court:+How+to+prepare+%5C%26+try+a+winning+case&ots=tgJ8Q2MkH_&sig=9o3ILDn3LfO30BZKsyI2Ou7Q8Qs
Text retrieval in the legal world	https://link.springer.com/article/10.1007/BF00877694
Citations:	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#id72
	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#citations
Readme	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#MIT-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification
Activity	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/activity
0 stars	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/stargazers
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Releases	https://patch-diff.githubusercontent.com/ansonTGN/Text_Classification/releases
Packages 0	https://patch-diff.githubusercontent.com/users/ansonTGN/packages?repo_name=Text_Classification
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
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