Explaining a series of models by propagating Shapley values

Explaining individual predictions when features are dependent: More accurate approximations to Shapley values

(2021) Kjersti Aas et al.   ARTIFICIAL INTELLIGENCE

The challenge of crafting intelligible intelligence

(2019) Daniel S. Weld et al.   COMMUNICATIONS OF THE ACM

Definitions, methods, and applications in interpretable machine learning

(2019) W. James Murdoch et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Purine-related metabolites and their converting enzymes are altered in frontal, parietal and temporal cortex at early stages of Alzheimer's disease pathology

(2018) Patricia Alonso-Andrés et al.   BRAIN PATHOLOGY

Religious Orders Study and Rush Memory and Aging Project

(2018) David A. Bennett et al.   JOURNAL OF ALZHEIMERS DISEASE

Mapping forest change using stacked generalization: An ensemble approach

(2018) Sean P. Healey et al.   REMOTE SENSING OF ENVIRONMENT

High-Throughput Metabolomics for Discovering Potential Metabolite Biomarkers and Metabolic Mechanism from the APPswe/PS1dE9 Transgenic Model of Alzheimer’s Disease

(2017) Jingbo Yu et al.   JOURNAL OF PROTEOME RESEARCH

Improved prediction accuracy for disease risk mapping using Gaussian process stacked generalization

(2017) Samir Bhatt et al.   Journal of the Royal Society Interface

Performance Analysis of Buffer-Aided Relaying System Based on Data and Energy Coupling Queuing Model for Cooperative Communication Networks

(2017) Guangjun Liang et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

Differential overexpression of SERPINA3 in human prion diseases

(2017) S. Vanni et al.   Scientific Reports

Susceptible genes and disease mechanisms identified in frontotemporal dementia and frontotemporal dementia with Amyotrophic Lateral Sclerosis by DNA-methylation and GWAS

(2017) E. Taskesen et al.   Scientific Reports

Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks

(2016) Yushi Chen et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Comparative metabolic and lipidomic profiling of human breast cancer cells with different metastatic potentials

(2016) Hye-Youn Kim et al.   Oncotarget

Overview and Findings from the Religious Orders Study

(2013) David A. Bennett et al.   Current Alzheimer Research

The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups

(2012) Christina Curtis et al.   NATURE

Explaining instance classifications with interactions of subsets of feature values

(2009) E. Štrumbelj et al.   DATA & KNOWLEDGE ENGINEERING

Exercise and Physical Activity for Older Adults

(2009) Wojtek J. Chodzko-Zajko et al.   MEDICINE AND SCIENCE IN SPORTS AND EXERCISE