AIMC Topic: Pattern Recognition, Automated

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The effect of structure on image classification using signatures.

Biological cybernetics Jun 21, 2018
Humans recognize transformed images from a very small number of samples. Inspired by this idea, we evaluate a classification method that requires only one sample per class, while providing invariance to image transformations generated by a compact gr...
Artificial Intelligence Algorithms Humans Computational Biology Pattern Recognition, Automated Rotation
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Epigenetic machine learning: utilizing DNA methylation patterns to predict spastic cerebral palsy.

BMC bioinformatics Jun 21, 2018
BACKGROUND: Spastic cerebral palsy (CP) is a leading cause of physical disability. Most people with spastic CP are born with it, but early diagnosis is challenging, and no current biomarker platform readily identifies affected individuals. The aim of...
Genome, Human Cerebral Palsy Genetic Predisposition to Disease Epigenomics DNA Methylation Pattern Recognition, Automated Sequence Analysis, DNA Case-Control Studies Adolescent Female Male Machine Learning Biomarkers Humans
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Survey and experimental study on metric learning methods.

Neural networks : the official journal of the International Neural Network Society Jun 19, 2018
Distance metric learning has been a hot research spot recently due to its high effectiveness and efficiency in improving the performance of distance related methods, such as k nearest neighbors (kNN). Metric learning aims to learn a data-dependent me...
Machine Learning Pattern Recognition, Automated
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A distance measure between intuitionistic fuzzy sets and its application in medical diagnosis.

Artificial intelligence in medicine Jun 19, 2018
The intuitionistic fuzzy set, as a generation of fuzzy set, can express and process uncertainty much better. Distance measures between intuitionistic fuzzy sets are used to indicate the difference degree between the information carried by intuitionis...
Fuzzy Logic Humans Pattern Recognition, Automated Diagnosis, Computer-Assisted Uncertainty
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Impact of Sliding Window Length in Indoor Human Motion Modes and Pose Pattern Recognition Based on Smartphone Sensors.

Sensors (Basel, Switzerland) Jun 18, 2018
Human activity recognition (HAR) is essential for understanding people’s habits and behaviors, providing an important data source for precise marketing and research in psychology and sociology. Different approaches have been proposed and applie...
Humans Machine Learning Smartphone Bayes Theorem Pattern Recognition, Automated Movement Support Vector Machine Posture
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Rough sets and Laplacian score based cost-sensitive feature selection.

PloS one Jun 18, 2018
Cost-sensitive feature selection learning is an important preprocessing step in machine learning and data mining. Recently, most existing cost-sensitive feature selection algorithms are heuristic algorithms, which evaluate the importance of each feat...
Computational Biology Machine Learning Models, Statistical Algorithms Heuristics Data Mining Humans Pattern Recognition, Automated Artificial Intelligence
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A sparsity-based stochastic pooling mechanism for deep convolutional neural networks.

Neural networks : the official journal of the International Neural Network Society Jun 15, 2018
A novel sparsity-based stochastic pooling which integrates the advantages of max-pooling, average-pooling and stochastic pooling is introduced. The proposed pooling is designed to balance the advantages and disadvantages of max-pooling and average-po...
Probability Neural Networks, Computer Pattern Recognition, Automated Machine Learning
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From lexical regularities to axiomatic patterns for the quality assurance of biomedical terminologies and ontologies.

Journal of biomedical informatics Jun 14, 2018
Ontologies and terminologies have been identified as key resources for the achievement of semantic interoperability in biomedical domains. The development of ontologies is performed as a joint work by domain experts and knowledge engineers. The maint...
Biological Ontologies Pattern Recognition, Automated Terminology as Topic Medical Informatics Systematized Nomenclature of Medicine Computational Biology Cluster Analysis Quality Control Programming Languages Language Natural Language Processing Software Reproducibility of Results Algorithms
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Fine-Tuning CNN Image Retrieval with No Human Annotation.

IEEE transactions on pattern analysis and machine intelligence Jun 12, 2018
Image descriptors based on activations of Convolutional Neural Networks (CNNs) have become dominant in image retrieval due to their discriminative power, compactness of representation, and search efficiency. Training of CNNs, either from scratch or f...
Humans Image Processing, Computer-Assisted Databases, Factual Neural Networks, Computer Pattern Recognition, Automated Imaging, Three-Dimensional
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Fight Recognition in video using Hough Forests and 2D Convolutional Neural Network.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society Jun 8, 2018
While action recognition has become an important line of research in computer vision, the recognition of particular events such as aggressive behaviors, or fights, has been relatively less studied. These tasks may be extremely useful in several video...
Violence Human Activities Video Recording Pattern Recognition, Automated Neural Networks, Computer Humans Image Processing, Computer-Assisted
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