Cargando…

Prediction of Decline in Global Cognitive Function Using Machine Learning with Feature Ranking of Gait and Physical Fitness Outcomes in Older Adults

Gait and physical fitness are related to cognitive function. A decrease in motor function and physical fitness can serve as an indicator of declining global cognitive function in older adults. This study aims to use machine learning (ML) to identify important features of gait and physical fitness to...

Descripción completa

Detalles Bibliográficos
Autores principales:	Noh, Byungjoo, Yoon, Hyemin, Youm, Changhong, Kim, Sangjin, Lee, Myeounggon, Park, Hwayoung, Kim, Bohyun, Choi, Hyejin, Noh, Yoonjae
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8582857/ https://www.ncbi.nlm.nih.gov/pubmed/34769864 http://dx.doi.org/10.3390/ijerph182111347

Ejemplares similares

Estimating Health-Related Quality of Life Based on Demographic Characteristics, Questionnaires, Gait Ability, and Physical Fitness in Korean Elderly Adults
por: Lee, Myeounggon, et al.
Publicado: (2021)

Associating Gait Phase and Physical Fitness with Global Cognitive Function in the Aged
por: Noh, Byungjoo, et al.
Publicado: (2020)

Characteristics of Gait Variability in the Elderly While Walking on a Treadmill with Gait Speed Variation
por: Kim, Bohyun, et al.
Publicado: (2021)

Age-specific differences in gait domains and global cognitive function in older women: gait characteristics based on gait speed modification
por: Noh, Byungjoo, et al.
Publicado: (2020)

Low composite functional movement screen score associated with decline of gait stability in young adults
por: Lee, Myeounggon, et al.
Publicado: (2021)

Association between Gait Variability and Gait-Ability Decline in Elderly Women with Subthreshold Insomnia Stage
por: Lee, Taesang, et al.
Publicado: (2020)

Gait Characteristics Based on Shoe-Type Inertial Measurement Units in Healthy Young Adults during Treadmill Walking
por: Lee, Myeounggon, et al.
Publicado: (2020)

XGBoost based machine learning approach to predict the risk of fall in older adults using gait outcomes
por: Noh, Byungjoo, et al.
Publicado: (2021)

Turning Characteristics of the More-Affected Side in Parkinson’s Disease Patients with Freezing of Gait
por: Park, Hwayoung, et al.
Publicado: (2020)

Gait Characteristics under Imposed Challenge Speed Conditions in Patients with Parkinson’s Disease During Overground Walking
por: Lee, Myeounggon, et al.
Publicado: (2020)

Association of Muscle Mass, Muscle Strength, and Muscle Function with Gait Ability Assessed Using Inertial Measurement Unit Sensors in Older Women
por: Kim, Bohyun, et al.
Publicado: (2022)

Classification of Parkinson’s disease with freezing of gait based on 360° turning analysis using 36 kinematic features
por: Park, Hwayoung, et al.
Publicado: (2021)

Association between Severity of Freezing of Gait and Turning Characteristics in People with Parkinson’s Disease
por: Choi, Hyejin, et al.
Publicado: (2022)

Gait characteristics in individuals with Parkinson’s disease during 1-minute treadmill walking
por: Noh, Byungjoo, et al.
Publicado: (2020)

Effect of knee extensor fatigue level and sex on bilateral jump-landing
por: Noh, Byungjoo, et al.
Publicado: (2020)

Impact of Trunk Resistance and Stretching Exercise on Fall-Related Factors in Patients with Parkinson’s Disease: A Randomized Controlled Pilot Study
por: Youm, Changhong, et al.
Publicado: (2020)

Validity of shoe-type inertial measurement units for Parkinson’s disease patients during treadmill walking
por: Lee, Myeounggon, et al.
Publicado: (2018)

Effects of chronic ankle instability and induced mediolateral muscular fatigue of the ankle on competitive taekwondo athletes
por: Lee, Myeounggon, et al.
Publicado: (2017)

Postural stability for taekwondo athletes with repetitive ankle sprains during a single-leg stance
por: Son, Minji, et al.
Publicado: (2018)

Physical fitness changes in adolescents due to social distancing during the coronavirus disease pandemic in Korea
por: Lee, Kwang-Jin, et al.
Publicado: (2022)

Choline-Based Multi-Ingredient Supplementation Can Improve Explosive Strength during a Fatiguing Task
por: Gage, Matthew, et al.
Publicado: (2021)

Impact of Synchronous Online Physical Education Classes Using Tabata Training on Adolescents during COVID-19: A Randomized Controlled Study
por: Lee, Kwang-Jin, et al.
Publicado: (2021)

Salty Taste Acuity Is Affected by the Joint Action of αENaC A663T Gene Polymorphism and Available Zinc Intake in Young Women
por: Noh, Hwayoung, et al.
Publicado: (2013)

Low-Rank and Sparse Recovery of Human Gait Data
por: Kamali, Kaveh, et al.
Publicado: (2020)

Development and Decline of Upright Gait Stability
por: Iosa, Marco, et al.
Publicado: (2014)

Multimodal Neuroimaging Predictors of Gait Decline
por: Sargent, Lana, et al.
Publicado: (2020)

Gait Changes Caused by the Habits and Methods of Carrying a Handbag
por: Son, SungMin, et al.
Publicado: (2013)

Effect of nanostructural irregularities on structural color in the tail feathers of the Oriental magpie Pica serica
por: Park, Sangkyu, et al.
Publicado: (2023)

Analysis of the talocrural and subtalar joint motions in patients with medial tibial stress syndrome
por: Akiyama, Kei, et al.
Publicado: (2015)

Injury Prevalence among Young Elite Baseball Players
por: Ha, Daeho, et al.
Publicado: (2023)

Effects of conventional overground gait training and a gait trainer with partial body weight support on spatiotemporal gait parameters of patients after stroke
por: Park, Byoung-Sun, et al.
Publicado: (2015)

Global network centrality of university rankings
por: Guo, Weisi, et al.
Publicado: (2017)

Room for advancement: The regulatory fit of bottom‐rank intermediate feedback
por: Hamstra, Melvyn R. W., et al.
Publicado: (2018)

Dried Fruits, Nuts, and Cancer Risk and Survival: A Review of the Evidence and Future Research Directions
por: Bolling, Bradley W., et al.
Publicado: (2023)

Sorting protein decoys by machine-learning-to-rank
por: Jing, Xiaoyang, et al.
Publicado: (2016)

Ranking Support Vector Machine with Kernel Approximation
por: Chen, Kai, et al.
Publicado: (2017)

Dietary Cadmium Intake and Sources in the US
por: Kim, Kijoon, et al.
Publicado: (2018)

Global Standing of Pak Universities in Shanghai Ranking
por: Meo, Sultan Ayoub
Publicado: (2018)

Machine learning-based obesity classification considering 3D body scanner measurements
por: Jeon, Seungjin, et al.
Publicado: (2023)

Classification of Aggressive Behaviors Based on sEMG Feature Extraction and Machine Learning Algorithm
por: Kim, Youngjun, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_7frgo8iujgbnqaan2dvqshsqbb