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Semantic Detection of Targeted Attacks Using DOC2VEC Embedding [PDF]

open access: yesJournal of Communications Software and Systems, 2021
The targeted attack is one of the social engineering attacks. The detection of this type of attack is considered a challenge as it depends on semantic extraction of the intent of the attacker.
Mariam S. El-Rahmany   +2 more
doaj   +3 more sources

Advancing equity in breast cancer care: natural language processing for analysing treatment outcomes in under-represented populations [PDF]

open access: yesBMJ Health & Care Informatics
Objective The study aimed to develop natural language processing (NLP) algorithms to automate extracting patient-centred breast cancer treatment outcomes from clinical notes in electronic health records (EHRs), particularly for women from under ...
Jung In Park   +3 more
doaj   +2 more sources

Benchmarking MeSH-augmented embeddings for biomedical document similarity [PDF]

open access: yesJournal of Biomedical Semantics
Background The extensive volume of biomedical scientific literature requires efficient methods for retrieving relevant documents based on semantic technologies and biomedical concepts.
Rohitha Ravinder   +5 more
doaj   +2 more sources

Discovering action insights from large-scale assessment log data using machine learning [PDF]

open access: yesScientific Reports
This study introduces a novel machine learning algorithm that combines natural language processing techniques, such as Word2Vec and Doc2Vec, with neural networks to identify and validate significant actions within human action sequences.
Minyoung Yun   +2 more
doaj   +2 more sources

Novel Approach to Personalized Physician Recommendations Using Semantic Features and Response Metrics: Model Evaluation Study [PDF]

open access: yesJMIR Human Factors
BackgroundThe rapid growth of web-based medical services has highlighted the significance of smart triage systems in helping patients find the most appropriate physicians.
Yingbin Zheng   +4 more
doaj   +2 more sources

Compressed Firmware Classification Based on Extra Trees and Doc2Vec [PDF]

open access: yesScientific Programming, 2021
Firmware formats vary from vendor to vendor, making it difficult to track which vendor or device the firmware belongs to, or to identify the firmware used in an embedded device. Current firmware analysis tools mainly distinguish firmware by static signatures in the firmware binary code.
Jing Qiu, Xiaoxu Geng, Guanglu Sun
openaire   +2 more sources

Patch Validation Approach Combining Doc2Vec and BERT Embedding Technologies [PDF]

open access: yesJisuanji kexue, 2022
Automatic program repair is a research hotspot in recent years and has made some progress.Most of the existing automatic program repair methods use the test suite to validate patch correctness.However,using the test suite to validate a large number of ...
HUANG Ying, JIANG Shu-juan, JIANG Ting-ting
doaj   +1 more source

Comparando técnicas de minería de datos en un centro de emergencias

open access: yesRevista Tecnológica, 2021
El procesamiento del lenguaje natural es un campo dentro de la inteligencia artificial que estudia cómo modelar computacionalmente el lenguaje humano.  La representación de palabras a través de vectores, conocida como Word embeddings, se populariza en ...
Paúl Andrés Patiño León   +4 more
doaj   +1 more source

Neural Embeddings for the Elicitation of Jurisprudence Principles: The Case of Arabic Legal Texts

open access: yesApplied Sciences, 2022
In the domain of law and legal systems, jurisprudence principles (JPs) are considered major sources of legislative reasoning by jurisprudence scholars.
Nafla Alrumayyan, Maha Al-Yahya
doaj   +1 more source

Study of Statistical Text Representation Methods for Performance Improvement of a Hierarchical Attention Network

open access: yesApplied Sciences, 2021
To effectively process textual data, many approaches have been proposed to create text representations. The transformation of a text into a form of numbers that can be computed using computers is crucial for further applications in downstream tasks such ...
Adam Wawrzyński, Julian Szymański
doaj   +1 more source

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