Music information analysis and retrieval techniques by Bożena KOSTEK, Łukasz KANIA

“… This paper presents the main issues related to music information retrieval (MIR) domain. …”
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Editor’s welcome by Angad S Chauhan, Lorna Pairman, William Ju, Joyce Guo

“…Internationally, the importance of ‘work-life balance’ has also been acknowledged, with the World Health Organisation including ‘burnout’ in the 11th Revision of the International Classification of Diseases in 2019. The issue of burnout is not isolated to doctors. …”
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Representing Aspectual Meaning in Sentence: Computational Modeling Based on Chinese by Hongchao Liu, Bin Liu

“…Currently, there is a lack of resources and methods for the identification and validation of the lexical aspect, and this issue is particularly severe for Chinese. From a computational linguistics perspective, the main reason for this shortage stems from the absence of a verified lexical aspect classification system, and consequently, a gold-standard dataset annotated according to this classification system. …”
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An efficient hybrid filter-wrapper method based on improved Harris Hawks optimization for feature selection by Jamshid Pirgazi, Mohammad Mehdi Pourhashem Kallehbasti, Ali Ghanbari Sorkhi, Ali Kermani

“…These factors can negatively impact the performance of classification algorithms, necessitating feature selection before classification. …”
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Depression recognition using voice-based pre-training model by Xiangsheng Huang, Fang Wang, Yuan Gao, Yilong Liao, Wenjing Zhang, Li Zhang, Zhenrong Xu

“…Additionally, a small fine-tuning network was used as a classification model to output depression classification results. …”
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Explainable one-class feature extraction by adaptive resonance for anomaly detection in quality assurance. by Hootan Kamran, Dionne Aleman, Chris McIntosh, Tom Purdie

“…The complexity of RT treatment plans, coupled with the aforementioned class imbalance issue, introduces a generalization problem that significantly hinders the efficacy of traditional binary classification approaches. …”
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Study on lithology identification using a multi-objective optimization strategy to improve integrated learning models: a case study of the Permian Lucaogou Formation in the Jimusae... by Xili Deng, Jiahong Li, Junkai Chen, Cheng Feng

“…The experimental results show that the ST-ARO-LightGBM model outperforms other classification models in terms of classification evaluation metrics for different lithologies, with an overall classification accuracy improvement of 9.13%. …”
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Introduction: Marx is Back – The Importance of Marxist Theory and Research for Critical Communication Studies Today by Christian Fuchs, Vincent Mosco

“…This paper introduces the overall framework for tripleC’s special issue “Marx is Back. The Importance of Marxist Theory and Research for Critical Communication Studies Today”. …”
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Adult Students in the European Higher Educational Environment by N. G. Gordiyenko

“…The paper considers the issue of accessibility of higher education for adults – the people of various ages and social status. …”
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Ethical Aspects of Euthanasia. Introduction to the Debate by Karol Bajda

“…The framework of the article does not allow for a comprehensive and complex analysis of the issue presented in the title. In view of the above, the purpose of the article has been limited to two aspects. …”
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Secure Access Control and Large Scale Robust Representation for Online Multimedia Event Detection by Changyu Liu, Bin Lu, Huiling Li

“…However, there are a secure access control issue and a large scale robust representation issue when we want to integrate traditional event detection algorithms into the online environment. …”
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Enhanced Multi-Class Detection of Fake News by Chih-yuan Li, Soon Ae Chun, James Geller

“…This paper aims to identify fake news, while addressing the issue of class imbalances. We employ multi-class fake news detection, an advanced methodology beyond traditional binary classification. …”
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A novel method to determine basic probability assignment in Dempster–Shafer theory and its application in multi-sensor information fusion by Liguo Fei, Jun Xia, Yuqiang Feng, Luning Liu

“…As an extension, a classifier called KKC is constructed according to the developed approach, and its classification effect is compared with several famous classification algorithms. …”
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Dilemmas and ethical decision-making in Knowledge Organization by Suellen Oliveira Milani

“…Librarians assign classification numbers and indexing terms to documents through knowledge representation and knowledge organization systems, such as classification schemes, indexing languages, etc. …”
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Clustering Visual Similar Objects for Enhanced Synthetic Image Data for Object Detection by Julian Rolf, Detlef Gerhard, Pero Kosic

“…In this case study, we observed more than a 20% increase in classification performance on two different object detector architectures on a validation dataset when training an object detector on visually similar groups rather than on all classes, suggesting the potential of our method as a baseline for a multi-stage classification scheme.…”
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‘Aṣabiyya and Its Effect on Testimony in al-Māwardī’s Thought by Yusuf Eşit

“…Al-Māwardī’s classification of ʿaṣabiyya clearly demonstrates how something is evaluated and ruled upon differently based on its moral, psychological, and social effects. …”
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Financial law enforcement acts in Poland by E. Ruskowski

“…The paper is devoted to the classification of financial law enforcement acts issued in Poland.The purpose of the paper is a typological analysis of the financial law enforcement acts in Poland depending on the subjects who issues such acts.The methodology. …”
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An Efficient Categorization of Diabetes Imbalanced Data Using SMOTE-ENN With Fine-Tuned LS-SVM Algorithm by Nwayyin Mohammed, Mariwan Hama Saeed

“…The classification of imbalanced datasets is a crucial field in machine learning. …”
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RELEVANCE OF THE STUDY OF MAGNESIUM DEFICIENCY IN YOUNG WOMEN OF REPRODUCTIVE AGE (LITERATURE REVIEW) by I. S. Vyatkina

“…The review gives the literature data on the issue of magnesium deficiency. A classification and causes of magnesium. deficiency are discussed. …”
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An analysis of poet demographic and thematic diversity in a poetry collection for inclusive AI by Kahyun Choi, Gyuri Kang

“…AI technologies, such as theme classification and named entity recognition, enhance digital library accessibility. …”
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