AIMC Topic: Probability

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A Decision Support System Coupling Fuzzy Logic and Probabilistic Graphical Approaches for the Agri-Food Industry: Prediction of Grape Berry Maturity.

PloS one Jul 31, 2015
Agri-food is one of the most important sectors of the industry and a major contributor to the global warming potential in Europe. Sustainability issues pose a huge challenge for this sector. In this context, a big issue is to be able to predict the m...
Food Industry Probability Expert Systems Fuzzy Logic Climate Change Vitis
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Impulsive synchronization of Markovian jumping randomly coupled neural networks with partly unknown transition probabilities via multiple integral approach.

Neural networks : the official journal of the International Neural Network Society Jul 13, 2015
This paper studies the impulsive synchronization of Markovian jumping randomly coupled neural networks with partly unknown transition probabilities via multiple integral approach. The array of neural networks are coupled in a random fashion which is ...
Probability Neural Networks, Computer Markov Chains Algorithms
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Reconciliation of Decision-Making Heuristics Based on Decision Trees Topologies and Incomplete Fuzzy Probabilities Sets.

PloS one Jul 9, 2015
Complex decision making tasks of different natures, e.g. economics, safety engineering, ecology and biology, are based on vague, sparse, partially inconsistent and subjective knowledge. Moreover, decision making economists / engineers are usually not...
Probability Decision Making Decision Trees Heuristics Humans Algorithms Decision Support Techniques Models, Theoretical Fuzzy Logic
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A novel method based on physicochemical properties of amino acids and one class classification algorithm for disease gene identification.

Journal of biomedical informatics Jul 2, 2015
Identifying the genes that cause disease is one of the most challenging issues to establish the diagnosis and treatment quickly. Several interesting methods have been introduced for disease gene identification for a decade. In general, the main diffe...
Support Vector Machine Parkinson Disease Regression Analysis Diagnosis, Computer-Assisted ROC Curve Humans Computational Biology Artificial Intelligence Algorithms Amino Acid Sequence Reproducibility of Results Proteins Probability Principal Component Analysis False Positive Reactions Amino Acids
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Identifying synonymy between relational phrases using word embeddings.

Journal of biomedical informatics May 22, 2015
Many text mining applications in the biomedical domain benefit from automatic clustering of relational phrases into synonymous groups, since it alleviates the problem of spurious mismatches caused by the diversity of natural language expressions. Mos...
False Positive Reactions Vocabulary, Controlled Medical Informatics Semantics MEDLINE Probability Markov Chains Reproducibility of Results Fuzzy Logic Cluster Analysis Models, Statistical Natural Language Processing Data Mining Algorithms Databases, Factual
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Identifying neuroanatomical signatures of anorexia nervosa: a multivariate machine learning approach.

Psychological medicine May 20, 2015
BACKGROUND: There are currently no neuroanatomical biomarkers of anorexia nervosa (AN) available to make clinical inferences at an individual subject level. We present results of a multivariate machine learning (ML) approach utilizing structural neur...
Sensitivity and Specificity Case-Control Studies Adolescent Female Young Adult Adult Neuroimaging Diagnostic and Statistical Manual of Mental Disorders Anorexia Nervosa Image Processing, Computer-Assisted Magnetic Resonance Imaging Probability Humans Machine Learning Algorithms Brain
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Multistability in a class of stochastic delayed Hopfield neural networks.

Neural networks : the official journal of the International Neural Network Society May 5, 2015
In this paper, multistability analysis for a class of stochastic delayed Hopfield neural networks is investigated. By considering the geometrical configuration of activation functions, the state space is divided into 2(n) + 1 regions in which 2(n) re...
Probability Neural Networks, Computer Algorithms Computer Simulation
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Application of time dependent probabilistic collision state checkers in highly dynamic environments.

PloS one Mar 23, 2015
When computing the trajectory of an autonomous vehicle, inevitable collision states must be avoided at all costs, so no harm comes to the device or pedestrians around it. In dynamic environments, considering collisions as binary events is risky and i...
Humans Artificial Intelligence Probability Environment Robotics Bayes Theorem Accidents, Traffic Algorithms Time Factors Models, Theoretical
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A Recurrent Probabilistic Neural Network with Dimensionality Reduction Based on Time-series Discriminant Component Analysis.

IEEE transactions on neural networks and learning systems Feb 19, 2015
This paper proposes a probabilistic neural network (NN) developed on the basis of time-series discriminant component analysis (TSDCA) that can be used to classify high-dimensional time-series patterns. TSDCA involves the compression of high-dimension...
Time Factors Models, Statistical Discriminant Analysis Probability Pattern Recognition, Automated Humans Neural Networks, Computer Algorithms
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A fuzzy probabilistic method for medical diagnosis.

Journal of medical systems Feb 10, 2015
The max-min composition in fuzzy set theory has attained reasonable success in medical diagnosis in the past thirty years for estimating the probability of a patient diagnosed with a certain disease. However, there has been no theoretical justificati...
Probability Humans Diagnosis, Computer-Assisted Fuzzy Logic Bayes Theorem
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