Optimization of the Naive Bayes Algorithm with SMOTETomek Combination for Imbalance Class Fraud Detection by Arief Tri Arsanto, Arif Faizin, Moch lutfi, Zulfatun Nikmatus Saadah

“…The focus of this research is card fraud classification. Detection of imbalanced datasets or imbalanced classes is carried out using the Naive Bayes method as a classification algorithm. …”
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Research on Rolling Bearing Fault Diagnosis Method Based on MPE and Multi-Strategy Improved Sparrow Search Algorithm Under Local Mean Decomposition by Haodong Chi, Huiyuan Chen

“…The experimental results demonstrate that the proposed method achieves an average diagnostic accuracy of over 96% across multiple datasets, verifying its robustness in handling non-stationary signals and fault classification.…”
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Forensic Cases in the Emergency Department: Associations Between Life-Threatening Risk, Medical Treatability, and Patient Outcomes by Harun Yildirim, Murtaza Kaya

“…Final forensic reports were more frequently issued in SMI cases, while preliminary reports were predominant in severe trauma. …”
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Caste, Constitution, Court, Equality: The Social Justice Imbroglio in Contemporary India by Ishita Banerjee-Dube

“…This article addresses these issues by revisiting the convoluted trajectory of positive discrimination (termed “reservation”) in India as an illustrative and instructive example. …”
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HARNESSING MACHINE LEARNING IN HPV DIAGNOSTICS: MODEL PERFORMANCE, EXPLAINABILITY, AND CLINICAL INTEGRATION by Bahar Senel

“…Support vector machine (SVM) and random forest (RF) demonstrated efficacy in genomic classification, whereas transformer-based models enhanced feature extraction and risk stratification. …”
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Monitoring the Ecological Security of Esfahan with an Ecosystem Service Approach by Mostafa Keshtkar, Romina Sayahnia

“…In this regard, at first, the trace of product distribution, the imported and exported product for different products and wastes were calculated and biological capacity was calculated based on the classification of satellite images in the time period. …”
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FOCAL CORTICAL DYSPLASIA: ALGORITHM OF PREOPERATIVE EXAMINATION by S. O. Ayvazyan

“…In this paper we are discussing the issues of diagnosis, classification, features of preoperative evaluation and surgical treatment of focal cortical dysplasia in children. …”
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Contactless Fatigue Level Diagnosis System Through Multimodal Sensor Data by Younggun Lee, Yongkyun Lee, Sungho Kim, Sitae Kim, Seunghoon Yoo

“…The system integrates non-contact biometric data collection with an AI-driven classification model capable of diagnosing fatigue levels on a 1 to 5 scale with an average accuracy of 89%. …”
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From evaluation to innovation: Strengthening geospatial agricultural monitoring information system in Indonesia by Rizatus Shofiyati, Agnes Sondita Payani, Kustiyo Kustiyo, Muhammad Rokhis Khomarudin, Dede Dirgahayu, Fadhlullah Ramadhani, Muhammad Sulaiman Nur Ubay, Laju Gandharum, Heri Sadmono

“…Also recommended are policy moves designed to clear up ownership and governance issues. …”
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Detecting Software Anomalies in Robots by Means of One-class Classifiers by Héctor Quintián, Esteban Jove, Francisco Zayas-Gato, Nuño Basurto, Carlos Cambra, Álvaro Herrero

“…The growing dependence on collaborative robots in essential industrial and service sectors raises urgent concerns regarding their reliability and ability to handle faults. Undetected software issues can degrade performance, jeopardize safety, and result in expensive downtimes. …”
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The integration of explainable AI in Educational Data Mining for student academic performance prediction and support system by Md. Mahmudul Islam, Farhad Hossain Sojib, Md. Fazle Hasan Mihad, Mahmudul Hasan, Mahfujur Rahman

“…The absence of prior experience, guidelines, and social and personal factors can contribute to unforeseen issues that adversely impact a student’s academic performance. …”
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DEVELOPMENT OF REGIONAL CONSALTING INFRASTRUCTURE OF BUSINESS SUPPORT by Anna N. Palagina

“…The classification model by virtue of the government authorities and forms of support is resulted. …”
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Advanced image preprocessing and context-aware spatial decomposition for enhanced breast cancer segmentation by G. Kalpana, N. Deepa, D. Dhinakaran

“…The segmentation of breast cancer diagnosis and medical imaging contains issues such as noise, variation in contrast, and low resolutions which make it challenging to distinguish malignant sites. …”
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Bridging policy and practice: The implementation of inventory accounting standards in Indonesian local governments by Soffan Marsus, Raynal Yasni, Muliani Sulya Fajarianti, Agung Arianto, Joko Sustiyo

“…The findings reveal persistent difficulties in integrating financial and inventory systems, notably due to discrepancies in classification codes, incomplete asset handover documentation, and fragmented regulatory frameworks. …”
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Persian SMS Spam Detection using Machine Learning and Deep Learning Techniques by Roya Khorashadizade, Somayyeh Jafarali Jassbi, Alireza Yari

“…This work sought to develop an effective strategy for identifying SMS spam through utilizing combining machine learning classification algorithms together with deep learning models. …”
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Causation Analysis of Marine Traffic Accidents Using Deep Learning Approaches: A Case Study from China’s Coasts by Zelin Zhao, Xingyu Liu, Lin Feng, Manel Grifoll, Hongxiang Feng

“…Compared with traditional single-factor analysis methods, the proposed framework shows marked improvements in Natural Language Processing (NLP) efficiency, classification precision, and systematic interpretation of cross-factor correlations. …”
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Histopathological and immunohistochemical investigation of mammary tumors in female cats in Northeast Algeria by Zahra Gabli, Zouhir Djerrou, Leila Beddar

“…These findings contribute novel insights to FMT classification and are valuable for prognostic studies.…”
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KPI-Based Evaluation Framework for Cyber Resilience of Ships by Areum Ko, Ju Hyeon Lee, Jung Taek Seo

“…To address these challenges, organizations like the International Maritime Organization and classification societies have issued guidelines. The International Association of Classification Societies introduced Unified Requirements E26, specifying minimum technical requirements to enhance ship cyber resilience. …”
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Ground Segmentation Algorithm for Sloped Terrain and Sparse LiDAR Point Cloud by Victor Jimenez, Jorge Godoy, Antonio Artunedo, Jorge Villagra

“…Some works address these issues using Markov Random Fields and Belief Propagation, but these rely on local geometric features uniquely. …”
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Mixed Gas Detection and Temperature Compensation Based on Photoacoustic Spectroscopy by Sun Chao, Hu Runze, Liu Niansong, Ding Jianjun

“…In response to address issues such as difficulties in judging data for classification and recognizing gas components with low accuracy, a KNN-SVM algorithm has been proposed. …”
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