User profiles for S. I. Lee

Su-In Lee

- Verified email at cs.washington.edu - Cited by 59614

Siang Ing Lee

- Verified email at bham.ac.uk - Cited by 1393

Recent progress in SERS biosensing

…, NJ Wittenberg, H Im, Ö Kurtuluş, SH Lee… - Physical chemistry …, 2011 - pubs.rsc.org
This perspective gives an overview of recent developments in surface-enhanced Raman
scattering (SERS) for biosensing. We focus this review on SERS papers published in the last …

Algorithms to estimate Shapley value feature attributions

H Chen, IC Covert, SM Lundberg, SI Lee - Nature Machine Intelligence, 2023 - nature.com
… To unify the class of additive feature attribution methods, Lundberg and Lee 15 introduced
… Lundberg and Lee 15 initially defined the game as the expectation of the model’s output …

Systematic review and meta-analysis of the prevalence of chronic fatigue syndrome/myalgic encephalomyelitis (CFS/ME)

EJ Lim, YC Ahn, ES Jang, SW Lee, SH Lee… - Journal of translational …, 2020 - Springer
Background Chronic fatigue syndrome/myalgic encephalomyelitis (CFS/ME) has been
emerging as a significant health issue worldwide. This study aimed to systemically assess the …

A unified approach to interpreting model predictions

SM Lundberg, SI Lee - Advances in neural information …, 2017 - proceedings.neurips.cc
Understanding why a model makes a certain prediction can be as crucial as the prediction's
accuracy in many applications. However, the highest accuracy for large modern datasets is …

From local explanations to global understanding with explainable AI for trees

…, R Katz, J Himmelfarb, N Bansal, SI Lee - Nature machine …, 2020 - nature.com
Tree-based machine learning models such as random forests, decision trees and gradient
boosted trees are popular nonlinear predictive models, yet comparatively little attention has …

Symptoms and risk factors for long COVID in non-hospitalized adults

…, K Okoth, R Hotham, N Bashir, N Cockburn, SI Lee… - Nature medicine, 2022 - nature.com
Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection is associated
with a range of persistent symptoms impacting everyday functioning, known as post-COVID-19 …

Consistent individualized feature attribution for tree ensembles

SM Lundberg, GG Erion, SI Lee - arXiv preprint arXiv:1802.03888, 2018 - arxiv.org
Interpreting predictions from tree ensemble methods such as gradient boosting machines
and random forests is important, yet feature attribution for trees is often heuristic and not …

Explainable machine-learning predictions for the prevention of hypoxaemia during surgery

…, DKW Low, SF Newman, J Kim, SI Lee - Nature biomedical …, 2018 - nature.com
Although anaesthesiologists strive to avoid hypoxaemia during surgery, reliably predicting
future intraoperative hypoxaemia is not possible at present. Here, we report the development …

Sequencing of Aspergillus nidulans and comparative analysis with A. fumigatus and A. oryzae

…, C Cuomo, LJ Ma, JR Wortman, S Batzoglou, SI Lee… - Nature, 2005 - nature.com
The aspergilli comprise a diverse group of filamentous fungi spanning over 200 million
years of evolution. Here we report the genome sequence of the model organism Aspergillus …

Near-unity photoluminescence quantum yield in MoS2

…, R Addou, S Kc, M Dubey, K Cho, RM Wallace, SC Lee… - Science, 2015 - science.org
Two-dimensional (2D) transition metal dichalcogenides have emerged as a promising
material system for optoelectronic applications, but their primary figure of merit, the room-…