Search Results - "binary classification problem"

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  1. 1

    The fundamental role of density functions in the binary classification problem by Martínez-Camblor, Pablo

    ISSN: 0094-9655, 1563-5163
    Published: Abingdon Taylor & Francis 02.09.2022
    “…In biomedicine, binary classification problems are involved in diagnostic but also, for instance, in personalized medicine…”
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    Journal Article
  2. 2

    On the binary classification problem in discriminant analysis using linear programming methods by Olusola, Michael O., Onyeagu, Sydney I.

    ISSN: 2081-8858, 2391-6060
    Published: Wrocław University of Science and Technology 2020
    Published 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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    Journal Article
  3. 3

    The gROC curve and the optimal classification by Martínez-Camblor, Pablo, Pérez-Fernández, Sonia

    ISSN: 1557-4679, 1557-4679
    Published: Germany 03.11.2025
    Published 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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    Journal Article
  4. 4

    Semiparametric estimator for the covariate-specific receiver operating characteristic curve by Martínez-Camblor, Pablo, Pardo-Fernández, Juan Carlos

    ISSN: 1477-0334, 1477-0334
    Published: England 01.03.2025
    Published 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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    Journal Article
  5. 5

    PKA2-Net: Prior Knowledge-Based Active Attention Network for Accurate Pneumonia Diagnosis on Chest X-Ray Images by Fu, Yu, Xue, Peng, Zhang, Zhili, Dong, Enqing

    ISSN: 2168-2194, 2168-2208, 2168-2208
    Published: Piscataway IEEE 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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    Journal Article
  6. 6

    Analyzing the effectiveness of vocal features in early telediagnosis of Parkinson's disease by Erdogdu Sakar, Betul, Serbes, Gorkem, Sakar, C. Okan

    ISSN: 1932-6203, 1932-6203
    Published: United States Public Library of Science 09.08.2017
    Published 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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    Journal Article
  7. 7

    Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision by Liu, Yaojie, Jourabloo, Amin, Liu, Xiaoming

    ISSN: 1063-6919
    Published: IEEE 01.06.2018
    “… Previous deep learning approaches formulate face anti-spoofing as a binary classification problem…”
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    Conference Proceeding
  8. 8

    Predicting obsessive-compulsive disorder episodes in adolescents using a wearable biosensor—A wrist angel feasibility study by Lønfeldt, Nicole Nadine, Olesen, Kristoffer Vinther, Das, Sneha, Mora-Jensen, Anna-Rosa Cecilie, Pagsberg, Anne Katrine, Clemmensen, Line Katrine Harder

    ISSN: 1664-0640, 1664-0640
    Published: Switzerland Frontiers Media S.A 02.10.2023
    Published 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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    Journal Article
  9. 9

    Deep learning models to predict primary open-angle glaucoma by Zhou, Ruiwen, Miller, J Philip, Gordon, Mae, Kass, Michael, Lin, Mingquan, Peng, Yifan, Li, Fuhai, Feng, Jiarui, Liu, Lei

    ISSN: 2049-1573, 2049-1573
    Published: United States 2024
    “… Additionally, many deep learning techniques treat the time-to-glaucoma prediction as a binary classification problem (glaucoma Yes…”
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    Journal Article
  10. 10

    Decoding motor imagery tasks using ESI and hybrid feature CNN by Fang, Tao, Song, Zuoting, Zhan, Gege, Zhang, Xueze, Mu, Wei, Wang, Pengchao, Zhang, Lihua, Kang, Xiaoyang

    ISSN: 1741-2552, 1741-2552
    Published: England 01.02.2022
    Published 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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    Journal Article
  11. 11

    On feature selection for traffic congestion prediction by Yang, Su

    ISSN: 0968-090X, 1879-2359
    Published: Kidlington Elsevier India Pvt Ltd 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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    Journal Article
  12. 12

    Computing Based on Material Training: Application to Binary Classification Problems by Vissol-Gaudin, E., Kotsialos, A., Groves, C., Pearson, C., Zeze, D. A., Petty, M. C.

    Published: IEEE 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
  13. 13

    Automatic motor and visuospatial cognition screening with ensemble learning: A computerised clock drawing test approach by Lauraitis, Andrius, Ostreika, Armantas, Palubeckis, Gintaras, Motiejunas, Liudas

    ISSN: 0010-4825, 1879-0534, 1879-0534
    Published: United States Elsevier Ltd 01.10.2025
    Published 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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    Journal Article
  14. 14

    Towards Automatic and Fast Annotation of Seismocardiogram Signals Using Machine Learning by Thakkar, Hiren Kumar, Sahoo, Prasan Kumar

    ISSN: 1530-437X, 1558-1748
    Published: New York IEEE 01.03.2020
    Published 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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    Journal Article
  15. 15

    Automatic Identification of Down Syndrome Using Facial Images with Deep Convolutional Neural Network by Qin, Bosheng, Liang, Letian, Wu, Jingchao, Quan, Qiyao, Wang, Zeyu, Li, Dongxiao

    ISSN: 2075-4418, 2075-4418
    Published: Basel MDPI AG 17.07.2020
    Published 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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    Journal Article
  16. 16

    AI-driven balance evaluation: a comparative study between blind and non-blind individuals using the mini-BESTest by Jaén-Vargas, Milagros, Pagán, Josué, Li, Shiyang, Trujillo-Guerrero, María Fernanda, Kazemi, Niloufar, Sansò, Alessio, Codina-Casals, Benito, Abi Zeid Daou, Roy, Serrano Olmedo, Jose Javier

    ISSN: 2376-5992, 2376-5992
    Published: United States PeerJ. Ltd 14.03.2025
    Published 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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    Journal Article
  17. 17

    A Unified Study on Sequentiality in Universal Classification With Empirically Observed Statistics by Li, Ching-Fang, Wang, I-Hsiang

    ISSN: 0018-9448, 1557-9654
    Published: IEEE 01.03.2025
    Published 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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    Journal Article
  18. 18

    Feature uncertainty bounds for explicit feature maps and large robust nonlinear SVM classifiers by Couellan, Nicolas, Jan, Sophie

    ISSN: 1012-2443, 1573-7470
    Published: Cham Springer International Publishing 01.03.2020
    “…We consider the binary classification problem when data are large and subject to unknown but bounded uncertainties…”
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    Journal Article
  19. 19

    EEG classification for the detection of mental states by Vézard, Laurent, Legrand, Pierrick, Chavent, Marie, Faïta-Aïnseba, Frédérique, Trujillo, Leonardo

    ISSN: 1568-4946, 1872-9681
    Published: Elsevier B.V 01.07.2015
    Published 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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    Journal Article
  20. 20

    Integrative Analysis of Open Datasets for Stress Prediction by Ladakis, Ioannis, Fotopoulos, Dimitris, Chouvarda, Ioanna

    ISSN: 1609-0985, 2199-4757
    Published: Berlin/Heidelberg Springer Berlin Heidelberg 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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    Journal Article