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Taxocom: Topic taxonomy completion with hierarchical discovery of novel topic clusters
Topic taxonomies, which represent the latent topic (or category) structure of document
collections, provide valuable knowledge of contents in many applications such as web …
collections, provide valuable knowledge of contents in many applications such as web …
A Robust Autoencoder Ensemble-Based Approach for Anomaly Detection in Text
Anomaly detection (AD) is a fast growing and popular domain among established
applications like vision and time series. We observe a rich literature for these applications …
applications like vision and time series. We observe a rich literature for these applications …
[책][B] Deep one-class learning: a deep learning approach to anomaly detection
L Ruff - 2021 - search.proquest.com
Anomaly detection is the problem of identifying unusual patterns in data. This problem is
relevant for a wide variety of applications in various domains such as fault and damage …
relevant for a wide variety of applications in various domains such as fault and damage …
[PDF][PDF] A Hybrid unsupervised density-based approach with mutual information for text outlier detection
AH Tanira, WM Ashour - Int. J. Intelli. Syst. Appl.(IJISA), 2023 - mecs-press.org
The detection of outliers in text documents is a highly challenging task, primarily due to the
unstructured nature of documents and the curse of dimensionality. Text document outliers …
unstructured nature of documents and the curse of dimensionality. Text document outliers …
Out-of-Category Document Identification Using Target-Category Names as Weak Supervision
Identifying outlier documents, whose content is different from the majority of the documents
in a corpus, has played an important role to manage a large text collection. However, due to …
in a corpus, has played an important role to manage a large text collection. However, due to …
Characterization and detection of semantic textual outliers
J Pantin - 2023 - theses.hal.science
Machine learning answers to the problem of handling dedicated tasks with a wide variety of
data. Such algorithms can be either simple or difficult to handle depending of the data. Low …
data. Such algorithms can be either simple or difficult to handle depending of the data. Low …
[PDF][PDF] Text Anomaly Detection Advancements, Challenges and Pathways: A Systematic Literature Review
SO Haroon-Sulyman, SS Kamaruddin, FK Ahmad - aasmr.org
This systematic literature review synthesized 64 studies from 2017–2023 to analyze recent
advances in anomalous text detection methods and applications. The analysis revealed …
advances in anomalous text detection methods and applications. The analysis revealed …
Support for decision-making in checking the level of quality of student research works based on automated text analysis (Asistencia para la toma de decisiones en la …
L Tarkhova, S Tarkhov, I Akhmetyanov… - Culture and …, 2023 - journals.sagepub.com
El objetivo de este estudio es incrementar la eficacia del proceso de análisis y la objetividad
de las decisiones en la evaluación final y mostrar la calidad de los trabajos de investigación …
de las decisiones en la evaluación final y mostrar la calidad de los trabajos de investigación …
[PDF][PDF] Analyse de données aberrantes pour le texte: Taxonomie et étude expérimentale
La tâche de détection des données aberrantes consiste à étudier un ensemble de données
afin d'estimer les individus singuliers. Cette tâche est souvent effectuée pour supprimer le …
afin d'estimer les individus singuliers. Cette tâche est souvent effectuée pour supprimer le …
[PDF][PDF] Estimating Dependency, Monitoring and Knowledge Discovery in High-Dimensional Data Streams
E Fouché - 2020 - core.ac.uk
Data Mining–known as the process of extracting knowledge from massive data sets–leads to
phenomenal impacts on our society, and now affects nearly every aspect of our lives: from …
phenomenal impacts on our society, and now affects nearly every aspect of our lives: from …