Digital medicine and the curse of dimensionality

Systematic misestimation of machine learning performance in neuroimaging studies of depression

(2021) Claas Flint et al.   NEUROPSYCHOPHARMACOLOGY

Geographic Distribution of US Cohorts Used to Train Deep Learning Algorithms

(2020) Amit Kaushal et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Overlap in observational studies with high-dimensional covariates

(2020) Alexander D’Amour et al.   JOURNAL OF ECONOMETRICS

A systematic literature review of automatic Alzheimer’s disease detection from speech and language

(2020) Ulla Petti et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Artificial Intelligence, Speech, and Language Processing Approaches to Monitoring Alzheimer’s Disease: A Systematic Review

(2020) Sofia de la Fuente Garcia et al.   JOURNAL OF ALZHEIMERS DISEASE

Machine learning algorithm validation with a limited sample size

(2019) Andrius Vabalas et al.   PLoS One

Declines in Connected Language Are Associated with Very Early Mild Cognitive Impairment: Results from the Wisconsin Registry for Alzheimer’s Prevention

(2018) Kimberly D. Mueller et al.   Frontiers in Aging Neuroscience

High-performance medicine: the convergence of human and artificial intelligence

(2018) Eric J. Topol   NATURE MEDICINE

Effects of Aging on Vocal Fundamental Frequency and Vowel Formants in Men and Women

(2017) Julie Traub Eichhorn et al.   JOURNAL OF VOICE

Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls

(2017) Mohammad R. Arbabshirani et al.   NEUROIMAGE

Empirically Estimable Classification Bounds Based on a Nonparametric Divergence Measure

(2016) Visar Berisha et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Big data need big theory too

(2016) Peter V. Coveney et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

The reusable holdout: Preserving validity in adaptive data analysis

(2015) C. Dwork et al.   SCIENCE

Publication bias in meta-analyses from the Cochrane Database of Systematic Reviews

(2015) Michal Kicinski et al.   STATISTICS IN MEDICINE

Language in the aging brain: The network dynamics of cognitive decline and preservation

(2014) M. A. Shafto et al.   SCIENCE

Bulbar and speech motor assessment in ALS: Challenges and future directions

(2013) Jordan R. Green et al.   Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration

Predicting sample size required for classification performance

(2012) Rosa L Figueroa et al.   BMC Medical Informatics and Decision Making

The maps problem and the mapping problem: Two challenges for a cognitive neuroscience of speech and language

(2012) David Poeppel   COGNITIVE NEUROPSYCHOLOGY

DECISION TREES DO NOT GENERALIZE TO NEW VARIATIONS

(2010) Yoshua Bengio et al.   COMPUTATIONAL INTELLIGENCE