AIMC Topic: Bayes Theorem

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Deep learning to predict the lab-of-origin of engineered DNA.

Nature communications Aug 7, 2018
Genetic engineering projects are rapidly growing in scale and complexity, driven by new tools to design and construct DNA. There is increasing concern that widened access to these technologies could lead to attempts to construct cells for malicious i...
Neural Networks, Computer Software Deep Learning Mutation Synthetic Biology Plasmids Genetic Engineering Image Processing, Computer-Assisted DNA Bayes Theorem
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RDE: A novel approach to improve the classification performance and expressivity of KDB.

PloS one Jul 23, 2018
Bayesian network classifiers (BNCs) have demonstrated competitive classification performance in a variety of real-world applications. A highly scalable BNC with high expressivity is extremely desirable. This paper proposes Redundant Dependence Elimin...
Bayes Theorem Data Mining Machine Learning Classification Software Bias
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A Machine Learning Approach for Predicting HIV Reverse Transcriptase Mutation Susceptibility of Biologically Active Compounds.

Journal of chemical information and modeling Jul 17, 2018
HIV resistance emerging against antiretroviral drugs represents a great threat to the continued prolongation of the lifespans of HIV-infected patients. Therefore, methods capable of predicting resistance susceptibility in the development of compounds...
Point Mutation Reverse Transcriptase Inhibitors Drug Resistance, Viral HIV Reverse Transcriptase Humans HIV Infections Models, Biological Machine Learning Bayes Theorem HIV-1 Drug Discovery
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Mining patterns of comorbidity evolution in patients with multiple chronic conditions using unsupervised multi-level temporal Bayesian network.

PloS one Jul 12, 2018
Over the past few decades, the rise of multiple chronic conditions has become a major concern for clinicians. However, it is still not known precisely how multiple chronic conditions emerge among patients. We propose an unsupervised multi-level tempo...
Bayes Theorem Humans Veterans Back Pain Female Male Adolescent Stress Disorders, Post-Traumatic Brain Injuries, Traumatic Unsupervised Machine Learning Middle Aged Comorbidity Depression
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Framework of Computer Aided Diagnosis Systems for Cancer Classification Based on Medical Images.

Journal of medical systems Jul 11, 2018
Early detection of cancer can increase patients' survivability and treatment options. Medical images such as Mammogram, Ultrasound, Magnetic Resonance Imaging, and microscopic images are the common method for cancer diagnosis. Recently, computer-aide...
Humans Algorithms Ultrasonography Support Vector Machine Mammography Bayes Theorem Breast Neoplasms Neoplasms Diagnosis, Computer-Assisted
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Discovering hidden knowledge through auditing clinical diagnostic knowledge bases.

Journal of biomedical informatics Jun 22, 2018
OBJECTIVE: Evaluate potential for data mining auditing techniques to identify hidden concepts in diagnostic knowledge bases (KB). Improving completeness enhances KB applications such as differential diagnosis and patient case simulation.
Medical Informatics Knowledge Bases Data Mining Expert Systems Machine Learning Algorithms Diagnosis, Computer-Assisted Diagnosis, Differential Bayes Theorem ROC Curve Models, Statistical Humans
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Deep Learning for Plant Species Classification Using Leaf Vein Morphometric.

IEEE/ACM transactions on computational biology and bioinformatics Jun 19, 2018
An automated plant species identification system could help botanists and layman in identifying plant species rapidly. Deep learning is robust for feature extraction as it is superior in providing deeper information of images. In this research, a new...
Bayes Theorem Plants Computational Biology Support Vector Machine Plant Leaves Deep Learning Image Processing, Computer-Assisted Algorithms
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Comparison of Machine-Learning Classification Models for Glaucoma Management.

Journal of healthcare engineering Jun 19, 2018
This study develops an objective machine-learning classification model for classifying glaucomatous optic discs and reveals the classificatory criteria to assist in clinical glaucoma management. In this study, 163 glaucoma eyes were labelled with fou...
Eye Humans Tomography, Optical Coherence Glaucoma Algorithms Regional Blood Flow Bayes Theorem Machine Learning Decision Trees Optic Disk Nerve Net
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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 Pattern Recognition, Automated Movement Support Vector Machine Posture Bayes Theorem
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Fetal health status prediction based on maternal clinical history using machine learning techniques.

Computer methods and programs in biomedicine Jun 14, 2018
BACKGROUND AND OBJECTIVE: Congenital anomalies are seen at 1-3% of the population, probabilities of which are tried to be found out primarily through double, triple and quad tests during pregnancy. Also, ultrasonographical evaluations of fetuses enha...
Female Reproducibility of Results Ultrasonography, Prenatal Mobile Applications Logistic Models Diagnosis, Computer-Assisted ROC Curve Humans Machine Learning Telemedicine Algorithms Pregnancy Fetus Decision Trees Support Vector Machine Bayes Theorem Perception Congenital Abnormalities Area Under Curve Health Status Internet Regression Analysis
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