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[HTML][HTML] A recent overview of the state-of-the-art elements of text classification
The aim of this study is to provide an overview the state-of-the-art elements of text
classification. For this purpose, we first select and investigate the primary and recent studies …
classification. For this purpose, we first select and investigate the primary and recent studies …
The impact of deep learning on document classification using semantically rich representations
This paper presents a semantically rich document representation model for automatically
classifying financial documents into predefined categories utilizing deep learning. The …
classifying financial documents into predefined categories utilizing deep learning. The …
[HTML][HTML] tax2vec: Constructing interpretable features from taxonomies for short text classification
The use of background knowledge is largely unexploited in text classification tasks. This
paper explores word taxonomies as means for constructing new semantic features, which …
paper explores word taxonomies as means for constructing new semantic features, which …
Emotion classification in texts over graph neural networks: Semantic representation is better than syntactic
Social media is a widely used platform that provides a huge amount of user-generated
content that can be processed to extract information about users' emotions. This has …
content that can be processed to extract information about users' emotions. This has …
REDTag: a predictive maintenance framework for parcel delivery services
The overwhelming increase of parcel transports has prompted the need for effective and
scalable intelligent logistics systems. In parallel, with the advent of Industry 4.0, a tight …
scalable intelligent logistics systems. In parallel, with the advent of Industry 4.0, a tight …
[HTML][HTML] Vulnerability-and diversity-aware anonymization of personally identifiable information for improving user privacy and utility of publishing data
Personally identifiable information (PII) affects individual privacy because PII combinations
may yield unique identifications in published data. User PII such as age, race, gender, and …
may yield unique identifications in published data. User PII such as age, race, gender, and …
[HTML][HTML] Towards robust text classification with semantics-aware recurrent neural architecture
Deep neural networks are becoming ubiquitous in text mining and natural language
processing, but semantic resources, such as taxonomies and ontologies, are yet to be fully …
processing, but semantic resources, such as taxonomies and ontologies, are yet to be fully …
A novel method for constrained class association rule mining
To create a classifier using an associative classification algorithm, a complete set of class
association rules (CARs) is obtained from the training dataset. Most generated rules …
association rules (CARs) is obtained from the training dataset. Most generated rules …
Efficient mining of class association rules with the itemset constraint
Mining class association rules (CARs) with the itemset constraint is concerned with the
discovery of rules, which contain a set of specific items in the rule antecedent and a class …
discovery of rules, which contain a set of specific items in the rule antecedent and a class …
[HTML][HTML] Mental illness classification on social media texts using deep learning and transfer learning
Given the current social distance restrictions across the world, most individuals now use
social media as their major medium of communication. Due to this, millions of people …
social media as their major medium of communication. Due to this, millions of people …