Artificial intelligence in neurodegenerative diseases: A review of available tools with a focus on machine learning techniques
出版年份 2021 全文链接
标题
Artificial intelligence in neurodegenerative diseases: A review of available tools with a focus on machine learning techniques
作者
关键词
Neurodegenerative diseases, Computational approaches, Machine learning
出版物
ARTIFICIAL INTELLIGENCE IN MEDICINE
Volume 117, Issue -, Pages 102081
出版商
Elsevier BV
发表日期
2021-05-01
DOI
10.1016/j.artmed.2021.102081
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Early-Stage Identification and Pathological Development of Alzheimer’s Disease Using Multimodal MRI
- (2019) Tianyi Yan et al. JOURNAL OF ALZHEIMERS DISEASE
- Handwritten dynamics assessment through convolutional neural networks: An application to Parkinson's disease identification
- (2018) Clayton R. Pereira et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- Parkinson's disease monitoring from gait analysis via foot-worn sensors
- (2018) Tunç Aşuroğlu et al. Biocybernetics and Biomedical Engineering
- Revealing Alzheimer’s disease genes spectrum in the whole-genome by machine learning
- (2018) Xiaoyan Huang et al. BMC Neurology
- Fully Automatic Speech-Based Analysis of the Semantic Verbal Fluency Task
- (2018) Alexandra König et al. DEMENTIA AND GERIATRIC COGNITIVE DISORDERS
- Identifying balance impairments in people with Parkinson’s disease using video and wearable sensors
- (2018) Emma Stack et al. GAIT & POSTURE
- A “HOLTER” for Parkinson’s disease: Validation of the ability to detect on-off states using the REMPARK system
- (2018) Àngels Bayés et al. GAIT & POSTURE
- Smartphone allows capture of speech abnormalities associated with high risk of developing Parkinson’s disease
- (2018) Jan Rusz et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- A Clinically-Translatable Machine Learning Algorithm for the Prediction of Alzheimer’s Disease Conversion in Individuals with Mild and Premild Cognitive Impairment
- (2018) Massimiliano Grassi et al. JOURNAL OF ALZHEIMERS DISEASE
- Deep learning for freezing of gait detection in Parkinson’s disease patients in their homes using a waist-worn inertial measurement unit
- (2018) Julià Camps et al. KNOWLEDGE-BASED SYSTEMS
- Automatic recognition of gait patterns in human motor disorders using machine learning: A review
- (2018) Joana Figueiredo et al. MEDICAL ENGINEERING & PHYSICS
- A Hybrid Spatio-temporal Model for Detection and Severity Rating of Parkinson’s Disease from Gait Data
- (2018) Aite Zhao et al. NEUROCOMPUTING
- Speech analysis for health: Current state-of-the-art and the increasing impact of deep learning
- (2018) Nicholas Cummins et al. METHODS
- Machine learning identified an Alzheimer’s disease-related FDG-PET pattern which is also expressed in Lewy body dementia and Parkinson’s disease dementia
- (2018) Audrey Katako et al. Scientific Reports
- Systematic Review on Resting-State EEG for Alzheimer’s Disease Diagnosis and Progression Assessment
- (2018) Raymundo Cassani et al. DISEASE MARKERS
- The Role of Cognitive Reserve in Alzheimer’s Disease and Aging: A Multi-Modal Imaging Review
- (2018) Arianna Menardi et al. JOURNAL OF ALZHEIMERS DISEASE
- An Efficient Classifier for Alzheimer’s Disease Genes Identification
- (2018) Lei Xu et al. MOLECULES
- Machine learning in neuroimaging: Progress and challenges
- (2018) Christos Davatzikos NEUROIMAGE
- Prediction of Autopsy Verified Neuropathological Change of Alzheimer’s Disease Using Machine Learning and MRI
- (2018) Alexander Kautzky et al. Frontiers in Aging Neuroscience
- Advancing Alzheimer’s research: A review of big data promises
- (2017) Rui Zhang et al. INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS
- Epidemiology of Parkinson’s disease
- (2017) Ole-Bjørn Tysnes et al. JOURNAL OF NEURAL TRANSMISSION
- Analysis of facial expressions in parkinson's disease through video-based automatic methods
- (2017) Andrea Bandini et al. JOURNAL OF NEUROSCIENCE METHODS
- Sequence analysis of leg movements during sleep with different intervals (90 s) in restless legs syndrome
- (2017) Raffaele Ferri et al. JOURNAL OF SLEEP RESEARCH
- Early detection of Parkinson’s disease based on gait trajectory analysis using wearable sensors
- (2017) K. Hori et al. JOURNAL OF THE NEUROLOGICAL SCIENCES
- REM Sleep Behavior Disorder: Diagnosis, Clinical Implications, and Future Directions
- (2017) Erik K. St Louis et al. MAYO CLINIC PROCEEDINGS
- Restless legs syndrome and periodic leg movements in patients with movement disorders: Specific considerations
- (2017) Birgit Högl et al. MOVEMENT DISORDERS
- Idiopathic REM sleep behaviour disorder and neurodegeneration — an update
- (2017) Birgit Högl et al. Nature Reviews Neurology
- Recognition of Alzheimer's disease and Mild Cognitive Impairment with multimodal image-derived biomarkers and Multiple Kernel Learning
- (2017) Olfa Ben Ahmed et al. NEUROCOMPUTING
- A multilevel-ROI-features-based machine learning method for detection of morphometric biomarkers in Parkinson’s disease
- (2017) Bo Peng et al. NEUROSCIENCE LETTERS
- Vertical ground reaction force marker for Parkinson’s disease
- (2017) Md Nafiul Alam et al. PLoS One
- Periodic limb movements in sleep are followed by increases in EEG activity, blood pressure, and heart rate during sleep
- (2017) Mariusz Sieminski et al. Sleep and Breathing
- Application of machine-learning methods for identification of cognitive markers of dementia in REM sleep behavior disorder
- (2017) L. Mekki Berrada et al. SLEEP MEDICINE
- Efficacy of guided spiral drawing in the classification of Parkinson's Disease
- (2017) Poonam Zham et al. IEEE Journal of Biomedical and Health Informatics
- Three-Dimensional Trunk and Lower Limbs Characteristics during Gait in Patients with Huntington's Disease
- (2017) Elzbieta Mirek et al. Frontiers in Neuroscience
- Deep learning predictions of survival based on MRI in amyotrophic lateral sclerosis
- (2017) Hannelore K. van der Burgh et al. NeuroImage-Clinical
- Eyetracking Metrics in Young Onset Alzheimer’s Disease: A Window into Cognitive Visual Functions
- (2017) Ivanna M. Pavisic et al. Frontiers in Neurology
- Home detection of freezing of gait using support vector machines through a single waist-worn triaxial accelerometer
- (2017) Daniel Rodríguez-Martín et al. PLoS One
- High-accuracy detection of early Parkinson's Disease using multiple characteristics of finger movement while typing
- (2017) Warwick R. Adams PLoS One
- Evaluation of handwriting kinematics and pressure for differential diagnosis of Parkinson's disease
- (2016) Peter Drotár et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- On the early diagnosis of Alzheimer's Disease from multimodal signals: A survey
- (2016) Ane Alberdi et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- The Prevalence and Incidence of Dementia with Lewy Bodies: a Systematic Review
- (2016) David B. Hogan et al. CANADIAN JOURNAL OF NEUROLOGICAL SCIENCES
- Detection of Periodic Leg Movements by Machine Learning Methods Using Polysomnographic Parameters Other Than Leg Electromyography
- (2016) İlhan Umut et al. Computational and Mathematical Methods in Medicine
- Prosodic analysis of neutral, stress-modified and rhymed speech in patients with Parkinson's disease
- (2016) Zoltan Galaz et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Gait variability in people with neurological disorders: A systematic review and meta-analysis
- (2016) Yaejin Moon et al. HUMAN MOVEMENT SCIENCE
- A Method for Automatic and Objective Scoring of Bradykinesia Using Orientation Sensors and Classification Algorithms
- (2016) O. Martinez-Manzanera et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Relationship Induced Multi-Template Learning for Diagnosis of Alzheimer’s Disease and Mild Cognitive Impairment
- (2016) Mingxia Liu et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Machine learning on Parkinson's disease? Let's translate into clinical practice
- (2016) Antonio Cerasa JOURNAL OF NEUROSCIENCE METHODS
- Multimodal EEG-MRI in the differential diagnosis of Alzheimer's disease and dementia with Lewy bodies
- (2016) Sean J. Colloby et al. JOURNAL OF PSYCHIATRIC RESEARCH
- Advanced signal analysis for the detection of periodic limb movements from bilateral ankle actigraphy
- (2016) Yashodhan Athavale et al. JOURNAL OF SLEEP RESEARCH
- Machine learning for large-scale wearable sensor data in Parkinson's disease: Concepts, promises, pitfalls, and futures
- (2016) Ken J. Kubota et al. MOVEMENT DISORDERS
- Joint feature-sample selection and robust diagnosis of Parkinson's disease from MRI data
- (2016) Ehsan Adeli et al. NEUROIMAGE
- Profiling Speech and Pausing in Amyotrophic Lateral Sclerosis (ALS) and Frontotemporal Dementia (FTD)
- (2016) Yana Yunusova et al. PLoS One
- Innovative diagnostic tools for early detection of Alzheimer's disease
- (2015) Christoph Laske et al. Alzheimers & Dementia
- Differences in early speech patterns between Parkinson variant of multiple system atrophy and Parkinson’s disease
- (2015) Young Eun Huh et al. BRAIN AND LANGUAGE
- Clinical Neurophysiological and Automated EEG-Based Diagnosis of the Alzheimer's Disease
- (2015) Shreya Bhat et al. EUROPEAN NEUROLOGY
- Computer-Aided Diagnosis of Parkinson’s Disease Using Enhanced Probabilistic Neural Network
- (2015) Thomas J. Hirschauer et al. JOURNAL OF MEDICAL SYSTEMS
- Unsupervised learning based feature extraction for differential diagnosis of neurodegenerative diseases: A case study on early-stage diagnosis of Parkinson disease
- (2015) Gurpreet Singh et al. JOURNAL OF NEUROSCIENCE METHODS
- A novel approach for analysis of altered gait variability in amyotrophic lateral sclerosis
- (2015) Yi Xia et al. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
- Robust and complex approach of pathological speech signal analysis
- (2015) Jiri Mekyska et al. NEUROCOMPUTING
- Standardized evaluation of algorithms for computer-aided diagnosis of dementia based on structural MRI: The CADDementia challenge
- (2015) Esther E. Bron et al. NEUROIMAGE
- A Smartphone-Based Tool for Assessing Parkinsonian Hand Tremor
- (2015) N. Kostikis et al. IEEE Journal of Biomedical and Health Informatics
- An Emerging Era in the Management of Parkinson's Disease: Wearable Technologies and the Internet of Things
- (2015) Cristian F. Pasluosta et al. IEEE Journal of Biomedical and Health Informatics
- Magnetic resonance imaging biomarkers for the early diagnosis of Alzheimer's disease: a machine learning approach
- (2015) Christian Salvatore et al. Frontiers in Neuroscience
- Sugihara causality analysis of scalp EEG for detection of early Alzheimer's disease
- (2015) Joseph C. McBride et al. NeuroImage-Clinical
- Analysis of in-air movement in handwriting: A novel marker for Parkinson's disease
- (2014) Peter Drotár et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Dynamical Learning and Tracking of Tremor and Dyskinesia From Wearable Sensors
- (2014) Bryan T. Cole et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Early Automatic Detection of Parkinsonʼs Disease Based on Sleep Recordings
- (2014) Jacob Kempfner et al. JOURNAL OF CLINICAL NEUROPHYSIOLOGY
- Wearable accelerometry-based technology capable of assessing functional activities in neurological populations in community settings: a systematic review
- (2014) Dax Steins et al. Journal of NeuroEngineering and Rehabilitation
- Advancing research diagnostic criteria for Alzheimer's disease: the IWG-2 criteria
- (2014) Bruno Dubois et al. LANCET NEUROLOGY
- Multiple Kernel Learning Captures a Systems-Level Functional Connectivity Biomarker Signature in Amyotrophic Lateral Sclerosis
- (2014) Tomer Fekete et al. PLoS One
- Leg actigraphy to quantify periodic limb movements of sleep: A systematic review and meta-analysis
- (2014) David T. Plante SLEEP MEDICINE REVIEWS
- Random Forest ensembles for detection and prediction of Alzheimer's disease with a good between-cohort robustness
- (2014) A.V. Lebedev et al. NeuroImage-Clinical
- Machine Learning for Supporting Diagnosis of Amyotrophic Lateral Sclerosis Using Surface Electromyogram
- (2013) Xu Zhang et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Machine learning on brain MRI data for differential diagnosis of Parkinson's disease and Progressive Supranuclear Palsy
- (2013) C. Salvatore et al. JOURNAL OF NEUROSCIENCE METHODS
- Automated, High Accuracy Classification of Parkinsonian Disorders: A Pattern Recognition Approach
- (2013) Andre F. Marquand et al. PLoS One
- On the Selection of Non-Invasive Methods Based on Speech Analysis Oriented to Automatic Alzheimer Disease Diagnosis
- (2013) Karmele López-de-Ipiña et al. SENSORS
- Collection and Analysis of a Parkinson Speech Dataset With Multiple Types of Sound Recordings
- (2013) B. E. Sakar et al. IEEE Journal of Biomedical and Health Informatics
- Individual Detection of Patients with Parkinson Disease using Support Vector Machine Analysis of Diffusion Tensor Imaging Data: Initial Results
- (2012) S. Haller et al. AMERICAN JOURNAL OF NEURORADIOLOGY
- On the ‘classification’ of neurodegenerative disorders: discrete entities, overlap or continuum?
- (2012) Richard A. Armstrong FOLIA NEUROPATHOLOGICA
- Assessment of Tremor Activity in the Parkinson’s Disease Using a Set of Wearable Sensors
- (2012) G. Rigas et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Automated differentiation of pre-diagnosis Huntington's disease from healthy control individuals based on quadratic discriminant analysis of the basal ganglia: The IMAGE-HD study
- (2012) N. Georgiou-Karistianis et al. NEUROBIOLOGY OF DISEASE
- Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: A critical review
- (2012) Graziella Orrù et al. NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS
- Comparing movement patterns associated with Huntington’s chorea and Parkinson’s dyskinesia
- (2012) Rena K. Mann et al. EXPERIMENTAL BRAIN RESEARCH
- Quantitative acoustic measurements for characterization of speech and voice disorders in early untreated Parkinson’s disease
- (2011) J. Rusz et al. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA
- The Parkinson Progression Marker Initiative (PPMI)
- (2011) Kenneth Marek et al. PROGRESS IN NEUROBIOLOGY
- Dysarthria in amyotrophic lateral sclerosis: A review
- (2010) Barbara Tomik et al. Amyotrophic Lateral Sclerosis
- Ambulatory Monitoring of Activities and Motor Symptoms in Parkinson's Disease
- (2010) Daphne G M Zwartjes et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Study of stability of time-domain features for electromyographic pattern recognition
- (2010) Dennis Tkach et al. Journal of NeuroEngineering and Rehabilitation
- Vowel Articulation in Parkinson's Disease
- (2010) Sabine Skodda et al. JOURNAL OF VOICE
- The identification of Parkinson's disease subtypes using cluster analysis: A systematic review
- (2010) Stephanie M. van Rooden et al. MOVEMENT DISORDERS
- Evaluating imaging biomarkers for neurodegeneration in pre-symptomatic Huntington's disease using machine learning techniques
- (2010) Angela Rizk-Jackson et al. NEUROIMAGE
- A meta-analysis of performance on emotion recognition tasks in Parkinson’s disease.
- (2010) Heather M. Gray et al. NEUROPSYCHOLOGY
- Improved computation of the atonia index in normal controls and patients with REM sleep behavior disorder
- (2010) Raffaele Ferri et al. SLEEP MEDICINE
- An automated hierarchical gait pattern identification tool employing cross-correlation-based feature extraction and recurrent neural network based classification
- (2009) Saibal Dutta et al. EXPERT SYSTEMS
- A comparison of multiple classification methods for diagnosis of Parkinson disease
- (2009) Resul Das EXPERT SYSTEMS WITH APPLICATIONS
- Monitoring Motor Fluctuations in Patients With Parkinson's Disease Using Wearable Sensors
- (2009) S. Patel et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Wearable Assistant for Parkinson’s Disease Patients With the Freezing of Gait Symptom
- (2009) M. Bachlin et al. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE
- Levodopa-induced dyskinesias detection based on the complexity of involuntary movements
- (2009) Mircea I. Chelaru et al. JOURNAL OF NEUROSCIENCE METHODS
- Biological and clinical manifestations of Huntington's disease in the longitudinal TRACK-HD study: cross-sectional analysis of baseline data
- (2009) Sarah J Tabrizi et al. LANCET NEUROLOGY
- Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease
- (2009) Claudia Plant et al. NEUROIMAGE
- Automated Computer Differential Classification in Parkinsonian Syndromes via Pattern Analysis on MRI
- (2008) Simon Duchesne et al. ACADEMIC RADIOLOGY
- Automatic classification of MR scans in Alzheimer's disease
- (2008) S. Kloppel et al. BRAIN
- The Alzheimer's disease neuroimaging initiative (ADNI): MRI methods
- (2008) Clifford R. Jack et al. JOURNAL OF MAGNETIC RESONANCE IMAGING
- Individual patient diagnosis of AD and FTD via high-dimensional pattern classification of MRI
- (2008) C. Davatzikos et al. NEUROIMAGE
- Detection of Huntington's disease decades before diagnosis: the Predict-HD study
- (2007) J S Paulsen et al. JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreDiscover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversation