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Feature selection for the classification of fall-risk in older subjects: a combinational approach using static force-plate measures

https://doi.org/10.1101/807818
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Speeding Up the Wrapper Feature Subset Selection in Regression by Mutual Information Relevance and Redundancy Analysis
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Feature Subset Selection Using a Genetic Algorithm
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Filter Methods for Feature Selection – A Comparative Study
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Age-related changes in open-loop and closed-loop postural control mechanisms
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Free moment contribution to quiet standing in able-bodied and scoliotic girls
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An adaptive heuristic for feature selection based on complementarity
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A method for handling metabonomics data from liquid chromatography/mass spectrometry: combinational use of support vector machine recursive feature elimination, genetic algorithm and random forest for feature selection
inferredcites →https://doi.org/10.1016/0197-4580(89)90010-9openalex-snapshot
Components of postural dyscontrol in the elderly: A review
inferredcites →https://doi.org/10.1016/j.compeleceng.2013.11.024openalex-snapshot
A survey on feature selection methods
inferredcites →https://doi.org/10.1016/j.ergon.2015.02.004openalex-snapshot
Center-of-pressure based postural sway measures: Reliability and ability to distinguish between age, fear of falling and fall history
inferredcites →https://doi.org/10.1016/j.exger.2015.12.008openalex-snapshot
Mild cognitive impairment is associated with falls among older adults: Findings from the Irish Longitudinal Study on Ageing (TILDA)
inferredcites →https://doi.org/10.1016/j.gaitpost.2007.02.007openalex-snapshot
Age-related changes of visual contribution in posture control
inferredcites →https://doi.org/10.1016/j.gaitpost.2008.04.018openalex-snapshot
The effect of foam surface properties on postural stability assessment while standing
inferredcites →https://doi.org/10.1016/j.gaitpost.2010.09.012openalex-snapshot
The test–retest reliability of centre of pressure measures in bipedal static task conditions – A systematic review of the literature
inferredcites →https://doi.org/10.1016/j.jbi.2009.07.008openalex-snapshot
A novel feature selection approach for biomedical data classification
inferredcites →https://doi.org/10.1016/j.molcel.2012.08.019openalex-snapshot
Janus-Faced PIDD: A Sensor for DNA Damage-Induced Cell Death or Survival?
inferredcites →https://doi.org/10.1016/j.neunet.2007.12.031openalex-snapshot
Training neural network classifiers for medical decision making: The effects of imbalanced datasets on classification performance
inferredcites →https://doi.org/10.1016/j.parkreldis.2012.04.004openalex-snapshot
Fall frequency and risk assessment in early Parkinson's disease
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Adaptation of postural control to perturbations—a process that initiates long-term motor memory
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Gene Selection for Cancer Classification using Support Vector Machines
inferredcites →https://doi.org/10.1093/ageing/afh218openalex-snapshot
Postural stability in the elderly: a comparison between fallers and non-fallers
inferredcites →https://doi.org/10.1093/ageing/afl084openalex-snapshot
Falls in older people: epidemiology, risk factors and strategies for prevention
inferredcites →https://doi.org/10.1093/bioinformatics/btl074openalex-snapshot
GALGO: an R package for multivariate variable selection using genetic algorithms
inferredcites →https://doi.org/10.1093/gerona/63.2.171openalex-snapshot
Force Platform Balance Measures as Predictors of Indoor and Outdoor Falls in Community-Dwelling Women Aged 63-76 Years
inferredcites →https://doi.org/10.1093/ptj/83.4.328openalex-snapshot
Use of Clinical and Impairment-Based Tests to Predict Falls by Community-Dwelling Older Adults
inferredcites →https://doi.org/10.1109/10.532130openalex-snapshot
Measures of postural steadiness: differences between healthy young and elderly adults
inferredcites →https://doi.org/10.1109/jstsp.2008.923858openalex-snapshot
Information-Theoretic Feature Selection in Microarray Data Using Variable Complementarity
inferredcites →https://doi.org/10.1109/tkde.2004.1269594openalex-snapshot
CAIM discretization algorithm
inferredcites →https://doi.org/10.1109/tnsre.2017.2687100openalex-snapshot
Prospective Fall-Risk Prediction Models for Older Adults Based on Wearable Sensors
inferredcites →https://doi.org/10.1111/j.1467-842x.1999.tb01203.xopenalex-snapshot
Falls among healthy, community-dwelling, older women: a prospective study of frequency, circumstances, consequences and prediction accuracy
inferredcites →https://doi.org/10.1145/2347736.2347755openalex-snapshot
A few useful things to know about machine learning
inferredcites →https://doi.org/10.1159/000089820openalex-snapshot
Force Platform Measurements as Predictors of Falls among Older People – A Review
inferredcites →https://doi.org/10.1177/0898264310378039openalex-snapshot
Reconceptualizing the Role of Fear of Falling and Balance Confidence in Fall Risk
inferredcites →https://doi.org/10.1186/1471-2105-5-136openalex-snapshot
A combinational feature selection and ensemble neural network method for classification of gene expression data
inferredcites →https://doi.org/10.1186/2251-6581-12-29openalex-snapshot
Spectral characteristics of postural sway in diabetic neuropathy patients participating in balance training
inferredcites →https://doi.org/10.1371/journal.pone.0167456openalex-snapshot
A Non Linear Scoring Approach for Evaluating Balance: Classification of Elderly as Fallers and Non-Fallers
inferredcites →https://doi.org/10.1371/journal.pone.0172398openalex-snapshot
Elderly fall risk prediction using static posturography
inferredcites →https://doi.org/10.1590/s1413-35552011005000024openalex-snapshot
Relationship between force platform and two functional tests for measuring balance in the elderly
inferredcites →https://doi.org/10.2106/00004623-197557040-00012openalex-snapshot
Normal postural stability and steadiness
inferredcites →https://doi.org/10.3390/s151129393openalex-snapshot
Feature Selection and Predictors of Falls with Foot Force Sensors Using KNN-Based Algorithms
inferredcites →https://doi.org/10.5220/0006227802230230openalex-snapshot
Comparing Machine Learning Approaches for Fall Risk Assessment
inferredcites →https://doi.org/10.55782/ane-2001-1390openalex-snapshot
Postural stability and fractal dynamics
inferredcites →https://doi.org/10.7717/peerj.2648openalex-snapshot
A public data set of human balance evaluations

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/s00521-024-09557-6openalex-snapshot
Enhancing age-related postural sway classification using partial least squares-discriminant analysis and hybrid feature set
inferred← citeshttps://doi.org/10.1016/j.eswa.2021.115220openalex-snapshot
Deep neural networks for human’s fall-risk prediction using force-plate time series signal
inferred← citeshttps://doi.org/10.1109/skima59232.2023.10387362openalex-snapshot
Elderly Standing Imbalance Detection Using Noise-Resilient Robust Mean Estimator and Deep Learning
inferred← citeshttps://doi.org/10.1371/journal.pone.0244582openalex-snapshot
Identifying differences in gait adaptability across various speeds using movement synergy analysis
inferred← citeshttps://doi.org/10.1371/journal.pone.0256129openalex-snapshot
A novel model to quantify balance alterations in older adults based on the center of pressure (CoP) measurements with a cross-sectional study
inferred← citeshttps://doi.org/10.3390/bioengineering11090908openalex-snapshot
Optimizing Fall Risk Diagnosis in Older Adults Using a Bayesian Classifier and Simulated Annealing
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