Search Results - "CLASSIFICATION algorithms"
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A Survey of Machine and Deep Learning Methods for Internet of Things (IoT) Security
ISSN: 2373-745XPublished: IEEE 01.01.2020Published in IEEE Communications surveys and tutorials (01.01.2020)“…The Internet of Things (IoT) integrates billions of smart devices that can communicate with one another with minimal human intervention. IoT is one of the…”
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Recent advances in decision trees: an updated survey
ISSN: 0269-2821, 1573-7462Published: Dordrecht Springer Netherlands 01.05.2023Published in The Artificial intelligence review (01.05.2023)“…Decision Trees (DTs) are predictive models in supervised learning, known not only for their unquestionable utility in a wide range of applications but also for…”
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A Survey on Multi-Task Learning
ISSN: 1041-4347, 1558-2191Published: New York IEEE 01.12.2022Published in IEEE transactions on knowledge and data engineering (01.12.2022)“…Multi-Task Learning (MTL) is a learning paradigm in machine learning and its aim is to leverage useful information contained in multiple related tasks to help…”
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The Wasserstein-Fourier Distance for Stationary Time Series
ISSN: 1053-587X, 1941-0476Published: New York IEEE 01.01.2021Published in IEEE transactions on signal processing (01.01.2021)“…We propose the Wasserstein-Fourier (WF) distance to measure the (dis)similarity between time series by quantifying the displacement of their energy across…”
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Corrections to "Contrastive Graph Pooling for Explainable Classification of Brain Networks"
ISSN: 0278-0062, 1558-254X, 1558-254XPublished: United States IEEE 01.11.2024Published in IEEE transactions on medical imaging (01.11.2024)Get full text
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Bearing Fault Detection by a Novel Condition-Monitoring Scheme Based on Statistical-Time Features and Neural Networks
ISSN: 0278-0046, 1557-9948Published: IEEE 01.08.2013Published in IEEE transactions on industrial electronics (1982) (01.08.2013)“…Bearing degradation is the most common source of faults in electrical machines. In this context, this work presents a novel monitoring scheme applied to…”
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A Comparative Study of Classification Algorithms for Early Detection of Diabetes
ISSN: 1877-0509, 1877-0509Published: Elsevier B.V 2023Published in Procedia computer science (2023)“…Diabetes is a chronic disease that affects millions of people worldwide. Early detection of diabetes is crucial for preventing or delaying the onset of its…”
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Comparison of Random Forest, k-Nearest Neighbor, and Support Vector Machine Classifiers for Land Cover Classification Using Sentinel-2 Imagery
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 22.12.2017Published in Sensors (Basel, Switzerland) (22.12.2017)“…In previous classification studies, three non-parametric classifiers, Random Forest (RF), k-Nearest Neighbor (kNN), and Support Vector Machine (SVM), were…”
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Graph-in-Graph Convolutional Network for Hyperspectral Image Classification
ISSN: 2162-237X, 2162-2388, 2162-2388Published: United States IEEE 01.01.2024Published in IEEE transaction on neural networks and learning systems (01.01.2024)“…With the development of hyperspectral sensors, accessible hyperspectral images (HSIs) are increasing, and pixel-oriented classification has attracted much…”
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Multimodal Multiobjective Evolutionary Optimization With Dual Clustering in Decision and Objective Spaces
ISSN: 1089-778X, 1941-0026Published: New York IEEE 01.02.2021Published in IEEE transactions on evolutionary computation (01.02.2021)“…This article suggests a multimodal multiobjective evolutionary algorithm with dual clustering in decision and objective spaces. One clustering is run in…”
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Assessing implicit computational thinking in Zoombinis puzzle gameplay
ISSN: 0747-5632, 1873-7692Published: Elmsford Elsevier Ltd 01.07.2021Published in Computers in human behavior (01.07.2021)“…There has been growing interest in assessing computational thinking (CT) across diverse learners beyond the traditional forms of tests and assignments…”
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Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning
ISSN: 2380-7504Published: IEEE 01.10.2021Published in Proceedings / IEEE International Conference on Computer Vision (01.10.2021)“…Meta-learning has been the most common framework for few-shot learning in recent years. It learns the model from collections of few-shot classification tasks,…”
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Machine learning based phishing detection from URLs
ISSN: 0957-4174, 1873-6793Published: New York Elsevier Ltd 01.03.2019Published in Expert systems with applications (01.03.2019)“…•Use of 7 different classification algorithms and NLP based features.•A Big URL Data Set is produced and shared (36,400 legitimate and 37,175…”
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Influence Maximization on Social Graphs: A Survey
ISSN: 1041-4347, 1558-2191Published: New York IEEE 01.10.2018Published in IEEE transactions on knowledge and data engineering (01.10.2018)“…Influence Maximization (IM), which selects a set of k users (called seed set) from a social network to maximize the expected number of influenced users (called…”
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Reliable Accuracy Estimates from k-Fold Cross Validation
ISSN: 1041-4347, 1558-2191Published: New York IEEE 01.08.2020Published in IEEE transactions on knowledge and data engineering (01.08.2020)“…It is popular to evaluate the performance of classification algorithms by k -fold cross validation. A reliable accuracy estimate will have a relatively small…”
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Hyperspectral Band Selection: A Review
ISSN: 2473-2397, 2168-6831Published: IEEE 01.06.2019Published in IEEE geoscience and remote sensing magazine (01.06.2019)“…A hyperspectral imaging sensor collects detailed spectral responses from ground objects using hundreds of narrow bands; this technology is used in many…”
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A Survey of Ensemble Learning: Concepts, Algorithms, Applications, and Prospects
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2022Published in IEEE access (2022)“…Ensemble learning techniques have achieved state-of-the-art performance in diverse machine learning applications by combining the predictions from two or more…”
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A Novel Method for Imbalanced Fault Diagnosis of Rotating Machinery Based on Generative Adversarial Networks
ISSN: 0018-9456, 1557-9662Published: New York IEEE 2021Published in IEEE transactions on instrumentation and measurement (2021)“…In the real scenario of engineering, the failure time of rotating machinery is generally much less than when it is in a healthy condition. Considering the…”
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A Novel Deep Ensemble Method for Selective Classification of Electrocardiograms
ISSN: 0018-9294, 1558-2531, 1558-2531Published: United States IEEE 01.02.2025Published in IEEE transactions on biomedical engineering (01.02.2025)“…Objective: Telehealth paradigms are essential for remotely managing patients with chronic conditions. To assist clinicians in handling the large volumes of…”
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Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization
ISSN: 1089-778X, 1941-0026Published: New York IEEE 01.10.2022Published in IEEE transactions on evolutionary computation (01.10.2022)“…Classification data are usually represented by many features, but not all of them are useful. Without domain knowledge, it is challenging to determine which…”
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