AIMC Topic: Decision Trees

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Development and validation of 15-month mortality prediction models: a retrospective observational comparison of machine-learning techniques in a national sample of Medicare recipients.

BMJ open Jul 16, 2019
OBJECTIVE: The objective is to develop and validate a predictive model for 15-month mortality using a random sample of community-dwelling Medicare beneficiaries.
Aged, 80 and over Male Models, Statistical Humans Logistic Models Decision Trees Neural Networks, Computer United States Bayes Theorem Machine Learning Medicare Female Mortality Aged
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Patient-based prediction algorithm of relapse after allo-HSCT for acute Leukemia and its usefulness in the decision-making process using a machine learning approach.

Cancer medicine Jul 15, 2019
Although allogeneic hematopoietic stem cell transplantation (allo-HSCT) is a curative therapy for high-risk acute leukemia (AL), some patients still relapse. Since patients simultaneously have many prognostic factors, difficulties are associated with...
Clinical Decision-Making Female Young Adult Adult Leukemia, Myeloid, Acute Humans Machine Learning Algorithms Prognosis Survival Analysis Disease Management Hematopoietic Stem Cell Transplantation Transplantation, Homologous Patient Participation Male Middle Aged Models, Theoretical Treatment Outcome Decision Trees
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An intelligent warning model for early prediction of cardiac arrest in sepsis patients.

Computer methods and programs in biomedicine Jun 11, 2019
BACKGROUND: Sepsis-associated cardiac arrest is a common issue with the low survival rate. Early prediction of cardiac arrest can provide the time required for intervening and preventing its onset in order to reduce mortality. Several studies have be...
APACHE Multivariate Analysis Vital Signs Sepsis Normal Distribution Adolescent Humans Heart Arrest Incidence Machine Learning Decision Trees Algorithms Monitoring, Ambulatory Electronic Health Records Male Female Middle Aged Reproducibility of Results Severity of Illness Index Young Adult Case-Control Studies Adult Sensitivity and Specificity
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Discriminant analysis and machine learning approach for evaluating and improving the performance of immunohistochemical algorithms for COO classification of DLBCL.

Journal of translational medicine Jun 11, 2019
BACKGROUND: Diffuse large B-cell lymphoma (DLBCL) is classified into germinal center-like (GCB) and non-germinal center-like (non-GCB) cell-of-origin groups, entities driven by different oncogenic pathways with different clinical outcomes. DLBCL clas...
Male Middle Aged Gene Expression Profiling Decision Trees Bayes Theorem Aged Aged, 80 and over Adult Lymphoma, Large B-Cell, Diffuse Discriminant Analysis B-Lymphocytes Immunohistochemistry Germinal Center Humans Machine Learning Algorithms Female
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Using Machine Learning Algorithms to Predict Hepatitis B Surface Antigen Seroclearance.

Computational and mathematical methods in medicine Jun 11, 2019
Hepatitis B surface antigen (HBsAg) seroclearance during treatment is associated with a better prognosis among patients with chronic hepatitis B (CHB). Significant gaps remain in our understanding on how to predict HBsAg seroclearance accurately and ...
Female Regression Analysis Humans Reproducibility of Results Decision Trees Machine Learning Adult Middle Aged Sensitivity and Specificity Computer Simulation China Area Under Curve Male Prognosis ROC Curve Hepatitis B, Chronic DNA, Viral Hepatitis B Surface Antigens
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Machine learning for the prediction of sunscreen sun protection factor and protection grade of UVA.

Experimental dermatology Jun 6, 2019
We report a prediction model for sunscreen sun protection factor (SPF) and protection grade of ultraviolet (UV) A (PA) based on machine learning. We illustrate with real clinical test results of UV protection ability of sunscreen for SPF and PA. With...
Machine Learning Reproducibility of Results Decision Trees Titanium Skin Humans Ultraviolet Rays Materials Testing Sunscreening Agents Sun Protection Factor
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Comparison of neuron-based, kernel-based, tree-based and curve-based machine learning models for predicting daily reference evapotranspiration.

PloS one May 31, 2019
Accurately predicting reference evapotranspiration (ET0) with limited climatic data is crucial for irrigation scheduling design and agricultural water management. This study evaluated eight machine learning models in four categories, i.e. neuron-base...
Decision Trees Neural Networks, Computer Spatial Analysis Machine Learning Climate Temperature Agricultural Irrigation China Humidity
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THPep: A machine learning-based approach for predicting tumor homing peptides.

Computational biology and chemistry May 24, 2019
In the present era, a major drawback of current anti-cancer drugs is the lack of satisfactory specificity towards tumor cells. Despite the presence of several therapies against cancer, tumor homing peptides are gaining importance as therapeutic agent...
Neural Networks, Computer Quantitative Structure-Activity Relationship ROC Curve Machine Learning Decision Trees Drug Delivery Systems Databases, Protein Neoplasms Internet Peptides Amino Acid Sequence
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Brain tumor detection using statistical and machine learning method.

Computer methods and programs in biomedicine May 17, 2019
BACKGROUND AND OBJECTIVE: Brain tumor occurs because of anomalous development of cells. It is one of the major reasons of death in adults around the globe. Millions of deaths can be prevented through early detection of brain tumor. Earlier brain tumo...
Glioma Magnetic Resonance Imaging Models, Statistical Decision Trees Area Under Curve Bayes Theorem Pattern Recognition, Automated Wavelet Analysis Brain Reproducibility of Results Brain Neoplasms ROC Curve Image Processing, Computer-Assisted Humans Machine Learning Algorithms
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Predicting Academic Performance of Students Using a Hybrid Data Mining Approach.

Journal of medical systems Apr 30, 2019
Data mining offers strong techniques for different sectors involving education. In the education field the research is developing rapidly increasing due to huge number of student's information which can be used to invent valuable pattern pertaining l...
Decision Trees Data Mining Sex Factors Behavior Academic Performance Interatrial Block Humans Neural Networks, Computer India Universities Support Vector Machine
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