Search Results - fuzzy supervised learning algorithm
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A supervised fuzzy measure learning algorithm for combining classifiers
ISSN: 0020-0255, 1872-6291Published: Elsevier Inc 01.04.2023Published in Information sciences (01.04.2023)“…•A new supervised fuzzy measure learning algorithm is proposed for combining classifiers…”
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Combining Supervised and Unsupervised Fuzzy Learning Algorithms for Robust Diabetes Diagnosis
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.01.2023Published in Applied sciences (01.01.2023)“…In domains that have complex data characteristics and/or noisy data, any single supervised learning algorithm tends to suffer from overfitting…”
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Enhancing fuzzy cognitive map convergence through supervised and unsupervised learning algorithms: A case study of operational risk assessment in power distribution networks
ISSN: 0952-1976Published: Elsevier Ltd 09.12.2025Published in Engineering applications of artificial intelligence (09.12.2025)“… To address this issue, the current study proposes a novel approach that integrates advanced supervised and unsupervised learning algorithms…”
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Supervised Learning of Multievent Transition Matrices in Fuzzy Discrete-Event Systems
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 01.09.2023Published in IEEE transactions on cybernetics (01.09.2023)“…In this article, supervised learning of fuzzy discrete-event systems (FDES) is investigated. A learning algorithm that performs supervised learning for multievent transition matrices of a sequence of fuzzy discrete events is derived…”
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Supervised Learning of Fuzzy Sets for Fuzzy Markov Chains
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 14.11.2025Published in IEEE transactions on cybernetics (14.11.2025)“… This advancement is built upon the theory of stochastic fuzzy discrete event systems (SFDESs) and the supervised learning algorithm for FDESs, previously published by the authors…”
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An automatic inversion tool for geoelectrical resistivity data using supervised learning algorithm of adaptive neuro fuzzy inference system (ANFIS)
ISSN: 2363-6203, 2363-6211Published: Cham Springer International Publishing 01.06.2015Published in Modeling earth systems and environment (01.06.2015)“… In the present study, ANFIS algorithm was applied in direct inversion approach and the most prominent of this approach is supervised learning techniques adapted in the algorithm specially…”
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Supervised fuzzy reinforcement learning for robot navigation
ISSN: 1568-4946, 1872-9681Published: Elsevier B.V 01.03.2016Published in Applied soft computing (01.03.2016)“…•Supervised learning is used for initialization of value (worth) of each candidate action of fuzzy rules in critic-only based FRL algorithms…”
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A fuzzy controller with supervised learning assisted reinforcement learning algorithm for obstacle avoidance
ISSN: 1083-4419Published: United States IEEE 01.02.2003Published in IEEE transactions on systems, man and cybernetics. Part B, Cybernetics (01.02.2003)“… A reinforcement learning method is capable of learning the fuzzy rules automatically. However, it incurs a heavy learning phase and may result in an insufficiently learned rule base due to the curse of dimensionality…”
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Application of Semi-supervised Fuzzy Clustering Based on Knowledge Weighting and Cluster Center Learning to Mammary Molybdenum Target Image Segmentation
ISSN: 1913-2751, 1867-1462, 1867-1462Published: Singapore Springer Nature Singapore 01.03.2024Published in Interdisciplinary sciences : computational life sciences (01.03.2024)“… Traditional unsupervised clustering algorithms have limited learning knowledge. Moreover, some semi-supervised fuzzy clustering algorithms cannot fully mine the information of labeled samples, which results in insufficient supervision…”
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Discrete-Time Finite Fuzzy Markov Chains Realized Through Supervised Learning Stochastic Fuzzy Discrete Event Systems
ISSN: 1063-6706, 1941-0034Published: IEEE 01.11.2024Published in IEEE transactions on fuzzy systems (01.11.2024)“…) and the supervised learning algorithm for fuzzy discrete event systems (FDES), recently published by the authors…”
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A semi-supervised deep neuro-fuzzy iterative learning system for automatic segmentation of hippocampus brain MRI
ISSN: 1551-0018, 1551-0018Published: United States AIMS Press 01.12.2024Published in Mathematical biosciences and engineering : MBE (01.12.2024)“… by learning the distribution much more quickly by the semi-supervised…”
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Modeling Soil Temperature with Fuzzy Logic and Supervised Learning Methods
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.06.2025Published in Applied sciences (01.06.2025)“…) supervised machine learning algorithms, such as multilayer perceptron (MLP), support vector regression (SVR), random forest (RF…”
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A fuzzy supervised learning method with dynamical parameter estimation for nonlinear discriminant analysis
ISSN: 0898-1221, 1873-7668Published: Elsevier Ltd 01.12.2013Published in Computers & mathematics with applications (1987) (01.12.2013)“…In this paper, we develop a novel fuzzy supervised learning algorithm based on the dynamical parameter estimation…”
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Learning Fuzzy Automaton's Event Transition Matrix When Post-Event State Is Unknown
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 01.06.2022Published in IEEE transactions on cybernetics (01.06.2022)“… systems as fuzzy automata with ambiguous state and event-invoked state transition. In two recent papers, we developed algorithms for online-supervised learning…”
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Optimisation of an old 200 MW coal-fired boiler with urea injection through the use of supervised machine learning algorithms to achieve cleaner power generation
ISSN: 0959-6526, 1879-1786Published: Elsevier Ltd 25.03.2021Published in Journal of cleaner production (25.03.2021)“… mg/m3, we created supervised machine learning algorithms. The supervised…”
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Supervised learning in fuzzy systems: Algorithms and computational capabilities
ISBN: 0780306147, 9780780306141, 9780780306158, 0780306155Published: IEEE 1993Published in Second IEEE International Conference on Fuzzy Systems : San Francisco, California, March 28-April 1, 1993 (1993)“… demonstrate that the model structures and supervised learning algorithms suggested for fuzzy systems are practically feasible.< >…”
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Conference Proceeding Journal Article -
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A Hybrid Fuzzy Semi-supervised Learning Algorithm for Face Recognition
ISSN: 2376-9793Published: IEEE 01.12.2013Published in International Conference on Robot, Vision and Signal Processing (01.12.2013)“…In this paper, we develop a hybrid fuzzy semi supervised learning algorithm (HFSA) for face recognition, which is based on the segregation of distinctive regions that include outlier instances and its counterparts…”
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Conference Proceeding -
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Improved Fuzzy Single Layer Supervised Learning Algorithm
ISBN: 1457712288, 9781457712289Published: IEEE 01.06.2011Published in 2011 fifth FTRA International Conference on Multimedia and Ubiquitous Engineering : 28-30 June 2011 (01.06.2011)“… We propose an enhanced fuzzy single layer perceptron which reduces the learning time introducing the rate of learning and the concept of momentum…”
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Conference Proceeding -
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Calibration Model of a Low-Cost Air Quality Sensor Using an Adaptive Neuro-Fuzzy Inference System
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI 11.12.2018Published in Sensors (Basel, Switzerland) (11.12.2018)“…Conventional air quality monitoring systems, such as gas analysers, are commonly used in many developed and developing countries to monitor air quality…”
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Fuzzy SLIQ Decision Tree Algorithm
ISSN: 1083-4419, 1941-0492, 1941-0492Published: United States IEEE 01.10.2008Published in IEEE transactions on systems, man and cybernetics. Part B, Cybernetics (01.10.2008)“… A fuzzy supervised learning in Quest (SLIQ) decision tree (FS-DT) algorithm is proposed in this paper…”
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