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Arabic Text Classification

Arabic Text Classification Process

Arabic Text Classification Process

... in-house Arabic which had different sizes and contents, which came from different web sites [14, ...of Arabic text classification used Naïve Bayes [16, 17], Support vector machine [18], ...

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Arabic Text Classification review

Arabic Text Classification review

... documents. Text classification is deal with how the document belongs to its suitable class or ...category. Arabic language is richness and a very complex inflectional language which makes ordinary ...

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An Efficient Feature Selection Method for Arabic Text Classification

An Efficient Feature Selection Method for Arabic Text Classification

... This paper proposes an efficient, Chi-Square-based, feature selection method for Arabic text classification. In Data Mining, feature selection is a preprocessing step that can improve the ...

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Arabic Text Classification Framework Based on Latent Dirichlet Allocation

Arabic Text Classification Framework Based on Latent Dirichlet Allocation

... The classification does not represent an end in itself; the classification treatment is a step in a much more complex cognitive ...the Arabic language developed by the UTIC project ( the Monastir’s ...

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Automatic Arabic Text Classification

Automatic Arabic Text Classification

... Each text in the data set must be assigned to one of the defined ...for text classification in ...two Arabic corpora, the Arabic NEWSWIRE and Arabic Gigaword ...for Arabic ...

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Toward an enhanced Arabic text classification using cosine similarity and Latent Semantic Indexing

Toward an enhanced Arabic text classification using cosine similarity and Latent Semantic Indexing

... In this section, the experimental results are presented. Before conducting any experiment, three parameters should be set. The first is the rank k approximation (for LSI cases), the small word threshold, and the word ...

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Support Vector Machine versus k-Nearest Neighbor for Arabic Text Classification

Support Vector Machine versus k-Nearest Neighbor for Arabic Text Classification

... Authors of [6] applied kNN algorithm on a corpus of 621 Arabic text documents. The documents were preprocessed, the stop words were removed, a light stemmer was applied on the remaining tokens, and keywords ...

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Arabic text classification using Polynomial Networks

Arabic text classification using Polynomial Networks

... Since most machine learning algorithms cannot afford work- ing with all terms in the corpus, due to memory and processing limitations, feature selection (FS) has become a routine part of automatic TC. We used Chi Square ...

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Arabic Language Processing for Text Classification. Contributions to Arabic Root Extraction Techniques, Building An Arabic Corpus, and to Arabic Text Classification Techniques.

Arabic Language Processing for Text Classification. Contributions to Arabic Root Extraction Techniques, Building An Arabic Corpus, and to Arabic Text Classification Techniques.

... single-label text classification performance (words, stems or roots as well as including to these choices their respective ...in Arabic text processing is that reported root extraction ...

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Arabic Text Classification on Full Word

Arabic Text Classification on Full Word

... Text classification aims to extract the useful information from a large data. The documents may contain unnecessary data which may affect the accuracy of the classifier. Data preprocessing phase aims to ...

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Rational kernels for Arabic Root Extraction and Text Classification

Rational kernels for Arabic Root Extraction and Text Classification

... Arabic Text Classification faces many ...to Arabic morphological analy- sis, which is a crucial tool for ATC ...of Text Classification depends on the content of documents, a ...

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On the Impact of Dataset Characteristics on Arabic Document Classification

On the Impact of Dataset Characteristics on Arabic Document Classification

... for Arabic document classification and from scanning well-known and reputable Arabic websites, nine major disciplines were adopted: Art, Literature, Religion, Politics, Law, Economy, Sport, Health, ...

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A Survey of Arabic Named Entity Recognition and Classification

A Survey of Arabic Named Entity Recognition and Classification

... of Arabic NER systems have been developed using primarily two ap- proaches: the rule-based (linguistic-based) approach, notably the NERA system (Shaalan and Raza 2009); and the ML-based approach, notably ANERsys ...

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Arabic Document Classification Using Multiword Features

Arabic Document Classification Using Multiword Features

... classifying Arabic documents and reported ...Associative Classification algorithm outperformed the Support Vector Machine and the Naïve Bayes ...Associative Classification was ...

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Review of Sentiment Analysis for Classification Arabic Tweets

Review of Sentiment Analysis for Classification Arabic Tweets

... analyzing Arabic language. Part of the difficulty and complexity of the Arabic language is that it can be found in many forms, Arabic can be found in three forms, namely; classical Arabic, ...

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Improved Sentence Level Arabic Dialect Classification

Improved Sentence Level Arabic Dialect Classification

... language classification, recent work on handling Arabic dialect data addresses the problem of sentence-level classification (Zaidan and Callison- Burch, 2011; Zaidan and Callison-Burch, 2014; Elfardy ...

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Arabic Sentences Classification via Deep Learning

Arabic Sentences Classification via Deep Learning

... in text classification applications and Semantic clustering, so convolutional neural network is used to model of short texts ...achieve text classification, we need to represent the semantic ...

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CLASSIFYING ARABIC TEXT USING DEEP LEARNING

CLASSIFYING ARABIC TEXT USING DEEP LEARNING

... In this paper, the objective is exploring the use of PSO and SA to design ANN topology. The proposed methodology evolves at the same time the number of hidden neurons and the weight values to define the optimum ANN. ...

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CLASSIFYING ARABIC TEXT USING DEEP LEARNING

CLASSIFYING ARABIC TEXT USING DEEP LEARNING

... Bengali text(s) summarization is presented that uses a modified heuristics for calculating the word and sentence scores through TF/IDF method for the paper described in ...

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CLASSIFYING ARABIC TEXT USING DEEP LEARNING

CLASSIFYING ARABIC TEXT USING DEEP LEARNING

... We already proposed FADE-TPM system that uses TPM in client side, for cryptographic operations, and now, the addition of the EFS module will bring a new layer of security by encrypting e[r] ...

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