Page 28 - 2022-31-中国全科医学

http://www.chinagp.net E-mail:zgqkyx@chinagp.net.cn ·3865·

［22］PHAN D，NGUYEN N，PATHIRANA P N，et al. A random forest using dual-task gait assessments and machine learning［J］.
approach for quantifying gait ataxia with truncal and peripheral Biomedical Signal Processing and Control，2021，64：102249.
measurements using multiple wearable sensors［J］. IEEE Sensors DOI：10.1016/j.bspc.2020.102249.
Journal，2019，20（2）：723-734. ［37］GIMMON Y，RASHAD H，KURZ I，et al. Gait coordination
［23］AÇICI K，ERDASÇ B，ASUROGLU T，et al. A random deteriorates in independent old-old adults［J］. Journal of Aging
forest method to detect Parkinson's disease via gait analysis and Physical Activity，2018，26（3）：382-389.
［EB/OL］. ［2022-04-03］. https://link.springer.com/chapt ［38］KANG G E，YANG J，NAJAFI B. Does the presence of cognitive
er/10.1007/978-3-319-65172-9_51. impairment exacerbate the risk of falls in people with peripheral
［24］PROBST P，WRIGHT M N，BOULESTEIX A L. Hyperparameters neuropathy? An application of body-worn inertial sensors to measure
and tuning strategies for random forest［J］. Wiley Interdisciplinary gait variability［J］. Sensors，2020，20（5）：1328.
Reviews，2019，9（3）：e1301. DOI：10.1002/widm.1301. ［39］XIE H，WANG Y，TAO S，et al. Wearable sensor-based daily
［25］RONG G，ALU S，LI K，et al. Rainfall induced landslide life walking assessment of gait for distinguishing individuals with
susceptibility mapping based on bayesian optimized random amnestic mild cognitive impairment［J］. Frontiers in Aging
forest and gradient boosting decision tree models：a case study of Neuroscience，2019，11：285. DOI：10.3389/fnagi.2019.00285.
Shuicheng County，China［J］. Water，2020，12（11）：3066. ［40］VERGHESE J，ROBBINS M，HOLTZER R，et al. Gait
［26］FRIEDMAN J H. Greedy function approximation：a gradient dysfunction in mild cognitive impairment syndromes［J］. Journal
boosting machine［J］. Annals of Statistics，2001，29（5）： of the American Geriatrics Society，2008，56（7）：1244-1251.
1189-1232. DOI：10.1214/aos/1013203451. DOI：10.1111/j.1532-5415.2008.01758.x.
［27］RAO H，SHI X，RODRIGUE A K，et al. Feature selection based ［41］TSENG B Y，CULLUM C M，ZHANG R. Older adults with
on artificial bee colony and gradient boosting decision tree［J］. amnestic mild cognitive impairment exhibit exacerbated gait slowing
Applied Soft Computing，2019，74：634-642. under dual-task challenges［J］. Current Alzheimer Research，
［28］YAO M，ZHU Y，LI J，et al. Research on predicting line loss 2014，11（5）：494-500. DOI：10.2174/1567205011666140505
rate in low voltage distribution network based on gradient boosting 110828.
decision tree［J］. Energies，2019，12（13）：2522. DOI： ［42］FOLEY J A，KASCHEL R，LOGIE R H，et al. Dual-task
10.3390/en12132522. performance in Alzheimer's disease，mild cognitive impairment，
［29］PULLANAGARI R R，KERESZTURI G，YULE I. Integrating and normal ageing［J］. Archives of Clinical Neuropsychology，
airborne hyperspectral，topographic，and soil data for estimating 2011，26（4）：340-348. DOI：10.1093/arclin/acr032.
pasture quality using recursive feature elimination with random forest ［43］ANSAI J H，ANDRADE L P，ROSSI P G，et al. Gait，dual
regression［J］. Remote Sensing，2018，10（7）：1117. task and history of falls in elderly with preserved cognition，mild
［30］LINDH-RENGIFO M，JONASSON S B，ULLÉN S，et al. cognitive impairment，and mild Alzheimer's disease［J］. Brazilian
Components of gait in people with and without mild cognitive Journal of Physical Therapy，2017，21（2）：144-151. DOI：
impairment［J］. Gait & Posture，2022，93：83-89. 10.1016/j.bjpt.2017.03.010.
［31］KOO D K，JANG T S，KWON J W. Effects of dual-task training ［44］OH C. Single-task or dual-task? Gait assessment as a potential
on gait parameters in elderly patients with mild dementia［J］. diagnostic tool for Alzheimer's dementia［J］. Journal of Alzheimer's
Healthcare（Basel），2021，9（11）：1444. DOI：10.3390/ Disease，2021，84（3）：1183-1192.
healthcare9111444. ［45］CASTRILLO A，OLMOS L M G，RODRÍGUEZ F，et al.
［32］SCHLACHETZKI J C M，BARTH J，MARXREITER F，et al. Gait disorder in a cohort of patients with mild and moderate
Wearable sensors objectively measure gait parameters in Parkinson's Alzheimer's disease［J］. American Journal of Alzheimer's
disease［J］. PLoS One，2017，12（10）：e0183989. DOI： Disease & Other Dementias®，2016，31（3）：257-262. DOI：
10.1371/journal.pone.0183989. 10.1177/1533317515603113.
［33］吴壮，仲敏，蒋旭，等 . 不同临床分期帕金森病患者的步态分 ［46］NADKARNI N K，MAWJI E，MCILROY W E，et al. Spatial and
析［J］. 临床神经病学杂志，2021，34（3）：169-172. temporal gait parameters in Alzheimer's disease and aging［J］.
［34］NI L，LV W，SUN D，et al. Pathological gait signatures of post- Gait & Posture，2009，30（4）：452-454.
stroke dementia with toe-off and heel-to-ground angles discriminate ［47］SEIFALLAHI M，SOLTANIZADEH H，HASSANI M A，
from Alzheimer's disease［J］. Frontiers in Aging Neuroscience， et al. Detection of Alzheimer's disease in elder people using gait
2021，13：766884. DOI：10.3389/fnagi.2021.766884. analysis and kinect camera［J］. Journal of Health and Biomedical
［35］PIERUCCINI-FARIA F，SARQUIS-ADAMSON Y， Informatics，2019，6（3）：178-196.
MONTERO-ODASSO M. Mild cognitive impairment affects ［48］MUIR S W，SPEECHLEY M，WELLS J，et al. Gait assessment
obstacle negotiation in older adults：results from "Gait and Brain in mild cognitive impairment and Alzheimer's disease：the effect
Study"［J］. Gerontology，2019，65（2）：164-173. DOI： of dual-task challenges across the cognitive spectrum［J］. Gait &
10.1159/000492931. Posture，2012，35（1）：96-100. DOI：10.1016/j.gaitpost.2011.08.014.
［36］GHORAANI B，BOETTCHER L N，HSSAYENI M D，et al. （收稿日期：2022-06-22；修回日期：2022-08-06）
Detection of mild cognitive impairment and Alzheimer's disease （本文编辑：张亚丽）