[PDF] Top 20 Chinese Short Text Classification Based on Domain Knowledge
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Chinese Short Text Classification Based on Domain Knowledge
... more short texts. There is an urgent demand to classify short texts into different ...of short texts, con- ventional methods based on Vector Space Model (VSM) have ...a short ... See full document
5
Knowledge discovery from Chinese internet public opinion short text
... constructing domain ontology has become a matured method [13]. Ontology of one domain reflects an abstraction between a set of concepts and their ...important knowledge representation ... See full document
12
Chinese Short Text Categorization Based on Semi Supervised Learning
... only based on the fact that whether the feature appears or ...final classification in the ensemble ...algorithm based on the improved decision tree to enhance the performance of the ... See full document
10
Building A Chinese Text Summarizer with Phrasal Chunks and Domain Knowledge
... resolving Chinese word segmentation and identifying and extracting phrasal ...all, Chinese is an ideographical character based language with no spaces or delimiting symbols between adjacent ... See full document
14
An Iterative Similarity based Adaptation Technique for Cross domain Text Classification
... of knowledge from the source to the target do- main while being cognizant of similarity between two ...technique based on ensemble of two classi- ...learn domain specific ...Source domain ... See full document
10
A Radical-Aware Attention-Based Model for Chinese Text Classification
... mensionality (Bengio et al. 2003). Further, pre-trained word embeddings were proved to be effective in representing sentences (Mikolov, Yih, and Zweig 2013). Afterwards, to deal with the shortcoming of ignoring the order ... See full document
8
Unsupervised Classification of Sentiment and Objectivity in Chinese Text
... binary classification of positive and negative sentiment (Turney, 2002; Pang et ...world knowledge is necessary for accurate classifi- cation in such open-ended ... See full document
8
Term Based Semantic Clusters for Very Short Text Classification
... Initial approaches to document content repre- sentation used counts of term frequency and in- verse document frequency, tf · idf (Salton and Buckley, 1988), whereby frequently occurring terms are assumed to represent ... See full document
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An Arguing Lexicon for Stance Classification on Short Text Comments in Chinese
... the classification is performed on one central idea, such as gay rights or death ...why classification on Gossiping data is less accurate than the ... See full document
10
Domain Knowledge Engineering Based on Encyclopedias and the Web Text
... language knowledge and statistical technique together to design language analysis method oriented for knowledge-dense ...language knowledge resource, such as The Grammatical Dictionary-base of ... See full document
8
Bayesian Supervised Domain Adaptation for Short Text Similarity
... few domain adaptation studies have been ...2013b) based on the multilevel model of Daum´e III ...our knowledge, ours is the first systematic study of supervised DA and ... See full document
10
Extended Feature Spaces Based Classifier Ensembles for Sentiment Analysis of Short Texts
... feature based models represents remarkable ...of domain adaptation by evaluating deep learning and ensemble techniques for sentiment ...learning based classifier using a word embed- dings model and a ... See full document
14
Some Studies on Chinese Domain Knowledge Dictionary and Its Application to Text Classification
... our Chinese do- main knowledge dictionary ...of domain knowledge dictionary by hand, we propose a boostrapping-based algorithm to learn new do- main associated terms from a large amount ... See full document
6
Short Text Classification Based on Latent Topic Modeling and Word Embedding
... To overcome the corpus problem, one way is to expand and enrich the context of data using web resources via search engines [7, 8, 9]. They obtain several results through search engines (e.g. Google) and compute ... See full document
7
Sentiment Analysis by Exploring Large Scale Web based Chinese Short Text
... of Chinese Sentimental Words: We can find a large number of authoritative sentimental dictionaries in English in modern sentimental analysis research, but concerning Chinese, there are very ...Among ... See full document
10
Falcon: A Novel Chinese Short Text Classification Method
... the short text classification is still a research hot topic, with obviously problem in the features sparse, high-dimensional text data and feature ...express text directly, a simple but ... See full document
11
Deep Short Text Classification with Knowledge Powered Attention
... of short texts with the help of ...prior knowledge in KBs into DNNs as explicit features which have a great contribution to short text ...decisions based on observation ...important ... See full document
8
Distributional Representations of Words for Short Text Classification
... in short text classification (STC) through word embeddings – distribu- tional representations of words learned from large unlabeled ...Wikipedia text. We assume that a short text ... See full document
6
DOMAIN KNOWLEDGE IDENTIFICATION AND CLASSIFICATION FOR DISEASE DIAGNOSIS
... perform classification, but it may alert the user of providing false rate of the ...perform classification called critical ...The classification model taken as M1 and from that class model, subset of ... See full document
7
Domain Based Classification of Punjabi Text Documents using Ontology and Hybrid Based Approach
... of text documents become a need in today’s world due to increase in the availability of electronic data over ...no text classifier is available for the classification of Punjabi ...Punjabi ... See full document
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