Search Results - "binary classification problem"
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The fundamental role of density functions in the binary classification problem
ISSN: 0094-9655, 1563-5163Published: Abingdon Taylor & Francis 02.09.2022Published in Journal of statistical computation and simulation (02.09.2022)“…In biomedicine, binary classification problems are involved in diagnostic but also, for instance, in personalized medicine…”
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On the binary classification problem in discriminant analysis using linear programming methods
ISSN: 2081-8858, 2391-6060Published: Wrocław University of Science and Technology 2020Published in Operations research and decisions (2020)“…) to model the binary classification problem. In the MSDP formulation, the sum of the proportion of exterior deviations is minimised subject to the group separation constraints, the normalisation constraint, the upper bound constraints…”
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The gROC curve and the optimal classification
ISSN: 1557-4679, 1557-4679Published: Germany 03.11.2025Published in The international journal of biostatistics (03.11.2025)“…The binary classification problem (BCP) aims to correctly allocate subjects in one of two possible groups…”
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Semiparametric estimator for the covariate-specific receiver operating characteristic curve
ISSN: 1477-0334, 1477-0334Published: England 01.03.2025Published in Statistical methods in medical research (01.03.2025)“…The study of the predictive ability of a marker is mainly based on the accuracy measures provided by the so-called confusion matrix. Besides, the area under…”
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PKA2-Net: Prior Knowledge-Based Active Attention Network for Accurate Pneumonia Diagnosis on Chest X-Ray Images
ISSN: 2168-2194, 2168-2208, 2168-2208Published: Piscataway IEEE 01.07.2023Published in IEEE journal of biomedical and health informatics (01.07.2023)“… The PKA 2 -Net uses improved ResNet as the backbone network and consists of residual blocks, novel subject enhancement and background suppression (SEBS…”
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Analyzing the effectiveness of vocal features in early telediagnosis of Parkinson's disease
ISSN: 1932-6203, 1932-6203Published: United States Public Library of Science 09.08.2017Published in PloS one (09.08.2017)“…The recently proposed Parkinson's Disease (PD) telediagnosis systems based on detecting dysphonia achieve very high classification rates in discriminating healthy subjects from PD patients…”
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Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision
ISSN: 1063-6919Published: IEEE 01.06.2018Published in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (01.06.2018)“… Previous deep learning approaches formulate face anti-spoofing as a binary classification problem…”
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Predicting obsessive-compulsive disorder episodes in adolescents using a wearable biosensor—A wrist angel feasibility study
ISSN: 1664-0640, 1664-0640Published: Switzerland Frontiers Media S.A 02.10.2023Published in Frontiers in psychiatry (02.10.2023)“…Obsessive-compulsive disorders (OCD) are marked by distress, negative emotions, mental processes and behaviors that are reflected in physiological signals such…”
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Deep learning models to predict primary open-angle glaucoma
ISSN: 2049-1573, 2049-1573Published: United States 2024Published in Stat (International Statistical Institute) (2024)“… Additionally, many deep learning techniques treat the time-to-glaucoma prediction as a binary classification problem (glaucoma Yes…”
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Decoding motor imagery tasks using ESI and hybrid feature CNN
ISSN: 1741-2552, 1741-2552Published: England 01.02.2022Published in Journal of neural engineering (01.02.2022)“… In this paper, a new framework is proposed to solve the MI-EEG binary classification problem. Electrophysiological source imaging (ESI…”
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On feature selection for traffic congestion prediction
ISSN: 0968-090X, 1879-2359Published: Kidlington Elsevier India Pvt Ltd 01.01.2013Published in Transportation research. Part C, Emerging technologies (01.01.2013)“… We formulate it as a binary classification problem. Through extensive experiments with real-world data, we found that a large number of sensors, usually over 100, are relevant to the prediction task at one sensor, which means wide area correlation…”
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Computing Based on Material Training: Application to Binary Classification Problems
Published: IEEE 01.11.2017Published in 2017 IEEE International Conference on Rebooting Computing (ICRC) (01.11.2017)“…Evolution-in-materio is a form of unconventional computing combining materials' training and evolutionary search algorithms. In previous work, a mixture of…”
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Conference Proceeding -
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Automatic motor and visuospatial cognition screening with ensemble learning: A computerised clock drawing test approach
ISSN: 0010-4825, 1879-0534, 1879-0534Published: United States Elsevier Ltd 01.10.2025Published in Computers in biology and medicine (01.10.2025)“…) mobile application from 15 test subjects (including Huntington Disease (HD), Parkinson Disease (PD), cerebral palsy (CP…”
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Towards Automatic and Fast Annotation of Seismocardiogram Signals Using Machine Learning
ISSN: 1530-437X, 1558-1748Published: New York IEEE 01.03.2020Published in IEEE sensors journal (01.03.2020)“… The annotation scheme is formulated as a binary classification problem. Three binary classifiers such as Naïve Bayes (NB…”
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Automatic Identification of Down Syndrome Using Facial Images with Deep Convolutional Neural Network
ISSN: 2075-4418, 2075-4418Published: Basel MDPI AG 17.07.2020Published in Diagnostics (Basel) (17.07.2020)“… Here, we developed a Down syndrome identification method utilizing facial images and deep convolutional neural networks, which quantified the binary classification problem of distinguishing subjects…”
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AI-driven balance evaluation: a comparative study between blind and non-blind individuals using the mini-BESTest
ISSN: 2376-5992, 2376-5992Published: United States PeerJ. Ltd 14.03.2025Published in PeerJ. Computer science (14.03.2025)“… before. Furthermore, despite the scoring of these tests being not subjective, the performance of some activities are subject to the physiotherapist’s…”
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A Unified Study on Sequentiality in Universal Classification With Empirically Observed Statistics
ISSN: 0018-9448, 1557-9654Published: IEEE 01.03.2025Published in IEEE transactions on information theory (01.03.2025)“…="LaTeX">P_{1} </tex-math></inline-formula>. In the scenario where the knowledge of distributions is replaced by empirically observed statistics from the respective distributions, the gain of sequentiality is less understood when subject…”
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Feature uncertainty bounds for explicit feature maps and large robust nonlinear SVM classifiers
ISSN: 1012-2443, 1573-7470Published: Cham Springer International Publishing 01.03.2020Published in Annals of mathematics and artificial intelligence (01.03.2020)“…We consider the binary classification problem when data are large and subject to unknown but bounded uncertainties…”
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EEG classification for the detection of mental states
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.07.2015Published in Applied soft computing (01.07.2015)“…[Display omitted] •A method able to automatically determine mental states of alertness is developed.•A complete protocol of EEG data acquisition is…”
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Integrative Analysis of Open Datasets for Stress Prediction
ISSN: 1609-0985, 2199-4757Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2025Published in Journal of medical and biological engineering (01.06.2025)“…Purpose Stress is the physiological or psychological response to internal or external stressors. By causing physiological and behavioral changes, persistent…”
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