AIMC Topic: Models, Statistical

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TRACX2: a connectionist autoencoder using graded chunks to model infant visual statistical learning.

Philosophical transactions of the Royal Society of London. Series B, Biological sciences Jan 5, 2017
Even newborn infants are able to extract structure from a stream of sensory inputs; yet how this is achieved remains largely a mystery. We present a connectionist autoencoder model, TRACX2, that learns to extract sequence structure by gradually const...
Visual Perception Language Development Learning Infant Models, Statistical Humans Neural Networks, Computer
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Modeling Movement Primitives with Hidden Markov Models for Robotic and Biomedical Applications.

Methods in molecular biology (Clifton, N.J.) Jan 1, 2017
Movement primitives are elementary motion units and can be combined sequentially or simultaneously to compose more complex movement sequences. A movement primitive timeseries consist of a sequence of motion phases. This progression through a set of m...
Pattern Recognition, Automated Humans Models, Statistical Gait Robotics Algorithms Movement Markov Chains
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A Gene Selection Method for Microarray Data Based on Binary PSO Encoding Gene-to-Class Sensitivity Information.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2017
Traditional gene selection methods for microarray data mainly considered the features' relevance by evaluating their utility for achieving accurate predication or exploiting data variance and distribution, and the selected genes were usually poorly e...
Biomimetics Oligonucleotide Array Sequence Analysis Crowding Support Vector Machine Models, Statistical Models, Biological Algorithms Sensitivity and Specificity Gene Expression Profiling Computer Simulation Reproducibility of Results
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A Novel Cluster Head Selection Algorithm Based on Fuzzy Clustering and Particle Swarm Optimization.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2017
An important objective of wireless sensor network is to prolong the network life cycle, and topology control is of great significance for extending the network life cycle. Based on previous work, for cluster head selection in hierarchical topology co...
Wireless Technology Crowding Algorithms Computer Simulation Fuzzy Logic Biomimetics Computer Communication Networks Cluster Analysis Models, Statistical
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Symbiosis-Based Alternative Learning Multi-Swarm Particle Swarm Optimization.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2017
Inspired by the ideas from the mutual cooperation of symbiosis in natural ecosystem, this paper proposes a new variant of PSO, named Symbiosis-based Alternative Learning Multi-swarm Particle Swarm Optimization (SALMPSO). A learning probability to sel...
Machine Learning Algorithms Computer Simulation Learning Humans Models, Biological Biomimetics Cooperative Behavior Symbiosis Animals Ecosystem Models, Statistical
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PREDICTIVE MODELING OF HOSPITAL READMISSION RATES USING ELECTRONIC MEDICAL RECORD-WIDE MACHINE LEARNING: A CASE-STUDY USING MOUNT SINAI HEART FAILURE COHORT.

Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing Jan 1, 2017
Reduction of preventable hospital readmissions that result from chronic or acute conditions like stroke, heart failure, myocardial infarction and pneumonia remains a significant challenge for improving the outcomes and decreasing the cost of healthca...
Models, Statistical Electronic Health Records Bayes Theorem Heart Failure Cohort Studies Humans Patient Readmission Computational Biology Machine Learning New York City Algorithms
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Detection of Dendritic Spines Using Wavelet Packet Entropy and Fuzzy Support Vector Machine.

CNS & neurological disorders drug targets Jan 1, 2017
The morphology of dendritic spines is highly correlated with the neuron function. Therefore, it is of positive influence for the research of the dendritic spines. However, it is tried to manually label the spine types for statistical analysis. In thi...
Cells, Cultured Animals Models, Statistical Image Processing, Computer-Assisted Wavelet Analysis Entropy Microscopy, Confocal Dendritic Spines Support Vector Machine
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Tuning electrical stimulation for thalamic visual prosthesis: An autoencoder-based approach.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Visual prosthesis holds hope of vision restoration for millions with retinal degenerative diseases. Machine learning techniques such as artificial neural networks could help in improving prosthetic devices as they could learn how the brain encodes in...
Visual Prosthesis Thalamus Humans Geniculate Bodies Models, Neurological Photic Stimulation Models, Statistical
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The effects of deep network topology on mortality prediction.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
Deep learning has achieved remarkable results in the areas of computer vision, speech recognition, natural language processing and most recently, even playing Go. The application of deep-learning to problems in healthcare, however, has gained attenti...
Models, Statistical Regression Analysis Natural Language Processing Humans Reproducibility of Results Electronic Health Records Neural Networks, Computer Male Female Logistic Models Machine Learning Odds Ratio Algorithms Mortality
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Visualizing patient journals by combining vital signs monitoring and natural language processing.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Aug 1, 2016
This paper presents a data-driven approach to graphically presenting text-based patient journals while still maintaining all textual information. The system first creates a timeline representation of a patients' physiological condition during an admi...
Blood Pressure Oxygen Respiratory Insufficiency Patient Admission Vital Signs Heart Arrest Critical Care Intensive Care Units Medical Informatics Hospitalization Hospitals Models, Statistical Sepsis Aged Denmark Monitoring, Physiologic Humans Middle Aged Natural Language Processing
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