医学 AI - arXivDaily 专题

2112.10441 2021-12-21 cs.LG cs.SE 57%

Towards Trustworthy Cross-patient Model Development

Ali El-Merhi, Helena Odenstedt Hergés, Linda Block, Mikael Elam, Richard Vithal, Jaquette Liljencrantz, Miroslaw Staron

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Journal ref AAAI workshop on Trustworthy AI for Healthcare, 2022

2112.05195 2021-12-17 cs.LG 57%

Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs

Chang Lu, Tian Han, Yue Ning

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments This paper is accepted by AAAI 2022

2111.08585 2021-12-07 cs.LG 57%

CEHR-BERT: Incorporating temporal information from structured EHR data to improve prediction tasks

Chao Pang, Xinzhuo Jiang, Krishna S Kalluri, Matthew Spotnitz, RuiJun Chen, Adler Perotte, Karthik Natarajan

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Journal ref Proceedings of Machine Learning for Health, PMLR 158:239-260, 2021

2111.14623 2021-11-30 cs.LG cs.CY stat.AP 57%

An Overview of Healthcare Data Analytics With Applications to the COVID-19 Pandemic

Zhe Fei, Yevgen Ryeznik, Oleksandr Sverdlov, Chee Wei Tan, Weng Kee Wong

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Journal ref IEEE TRANSACTIONS ON BIG DATA, 12 August 2021

2111.10452 2021-11-23 cs.LG cs.AI 57%

MURAL: An Unsupervised Random Forest-Based Embedding for Electronic Health Record Data

Michal Gerasimiuk, Dennis Shung, Alexander Tong, Adrian Stanley, Michael Schultz, Jeffrey Ngu, Loren Laine, Guy Wolf, Smita Krishnaswamy

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2101.01835 2021-11-19 cs.LG stat.AP 57%

Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approach

Blanca Vazquez, Gibran Fuentes-Pineda, Fabian Garcia, Gabriela Borrayo, Juan Prohias

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Accepted article: Informatics in Medicine Unlocked

2111.09115 2021-11-18 cs.CL cs.LG 57%

Using Deep Learning to Identify Patients with Cognitive Impairment in Electronic Health Records

Tanish Tyagi, Colin G. Magdamo, Ayush Noori, Zhaozhi Li, Xiao Liu, Mayuresh Deodhar, Zhuoqiao Hong, Wendong Ge, Elissa M. Ye, Yi-han Sheu, Haitham Alabsi, Laura Brenner, Gregory K. Robbins, Sahar Zafar, Nicole Benson, Lidia Moura, John Hsu, Alberto Serrano-Pozo, Dimitry Prokopenko, Rudolph E. Tanzi, Bradley T. Hyman, Deborah Blacker, Shibani S. Mukerji, M. Brandon Westover, Sudeshna Das

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Machine Learning for Health (ML4H) - Extended Abstract

2110.10152 2021-10-22 cs.LG 57%

Identifying Stroke Indicators Using Rough Sets

Muhammad Salman Pathan, Jianbiao Zhang, Deepu John, Avishek Nag, Soumyabrata Dev

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Accepted in IEEE Access, 2020

2109.12026 2021-09-27 cs.LG cs.IR 57%

Description-based Label Attention Classifier for Explainable ICD-9 Classification

Malte Feucht, Zhiliang Wu, Sophia Althammer, Volker Tresp

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Accepted at the Workshop on Noisy User-generated Text (W-NUT) at EMNLP 2021

2106.13095 2021-06-25 cs.LG cs.AI 57%

Pre-training transformer-based framework on large-scale pediatric claims data for downstream population-specific tasks

Xianlong Zeng, Simon Lin, Chang Liu

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2106.11844 2021-06-23 cs.LG cs.CY 57%

Detecting Anomalous User Behavior in Remote Patient Monitoring

Deepti Gupta, Maanak Gupta, Smriti Bhatt, Ali Saman Tosun

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2106.00610 2021-06-02 eess.SP cs.SD eess.AS 57%

Deep Learning for Depression Recognition with Audiovisual Cues: A Review

Lang He, Mingyue Niu, Prayag Tiwari, Pekka Marttinen, Rui Su, Jiewei Jiang, Chenguang Guo, Hongyu Wang, Songtao Ding, Zhongmin Wang, Wei Dang, Xiaoying Pan

专题命中临床大模型：diagnosis(abstract)；分类 eess.SP

2102.10863 2021-05-07 cs.LG cs.AI 57%

Learning atrial fiber orientations and conductivity tensors from intracardiac maps using physics-informed neural networks

Thomas Grandits, Simone Pezzuto, Francisco Sahli Costabal, Paris Perdikaris, Thomas Pock, Gernot Plank, Rolf Krause

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 10 pages, 3 figures

2011.07684 2021-04-27 eess.SP 57%

Inferring COPD Severity from Tidal Breathing

Kofi Odame, Graham Atkins, Maria Nyamukuru, Katherine Fearon

专题命中临床大模型：diagnosis(abstract)；分类 eess.SP

Comments 7 pages, 8 figures, 4 tables

2010.13952 2021-03-23 cs.LG cs.NE 57%

An Adversarial Domain Separation Framework for Septic Shock Early Prediction Across EHR Systems

Farzaneh Khoshnevisan, Min Chi

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments to be published in 2020 IEEE International Conference on Big Data

2007.03788 2021-03-04 stat.AP cs.LG 57%

Trajectories, bifurcations and pseudotime in large clinical datasets: applications to myocardial infarction and diabetes data

Sergey E. Golovenkin, Jonathan Bac, Alexander Chervov, Evgeny M. Mirkes, Yuliya V. Orlova, Emmanuel Barillot, Alexander N. Gorban, Andrei Zinovyev

专题命中临床大模型：pathology(abstract)；分类 cs.LG

Journal ref GigaScience, Volume 9, Issue 11, 2020, giaa128,

2103.01361 2021-03-03 cs.CV 57%

Multiclass Burn Wound Image Classification Using Deep Convolutional Neural Networks

Behrouz Rostami, Jeffrey Niezgoda, Sandeep Gopalakrishnan, Zeyun Yu

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV

2102.10435 2021-02-23 cs.LG cs.HC cs.NE 57%

MHDeep: Mental Health Disorder Detection System based on Body-Area and Deep Neural Networks

Shayan Hassantabar, Joe Zhang, Hongxu Yin, Niraj K. Jha

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 11 pages, 6 figures

2101.12208 2021-02-17 cs.LG cs.AI 57%

Meta-learning on Spectral Images of Electroencephalogram of Schizophenics

Maritza Tynes, Mahboobeh Parsapoor

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Withdrawn by arXiv administrators as co-author did not consent to submit

2101.06800 2021-01-19 cs.LG 57%

Heterogeneous Similarity Graph Neural Network on Electronic Health Records

Zheng Liu, Xiaohan Li, Hao Peng, Lifang He, Philip S. Yu

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2011.05489 2020-11-12 cs.LG 57%

A novel method for Causal Structure Discovery from EHR data, a demonstration on type-2 diabetes mellitus

Xinpeng Shen, Sisi Ma, Prashanthi Vemuri, M. Regina Castro, Pedro J. Caraballo, Gyorgy J. Simon

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 20 pages, 2 figures

2010.03671 2020-10-09 cs.LG cs.CR 57%

Adversarial Attacks to Machine Learning-Based Smart Healthcare Systems

AKM Iqtidar Newaz, Nur Imtiazul Haque, Amit Kumar Sikder, Mohammad Ashiqur Rahman, A. Selcuk Uluagac

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 6 pages, 5 figures, Accepted in IEEE Globecom 2020

2005.12668 2020-09-22 cs.IR cs.DL cs.HC cs.LG 57%

SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific search

Tom Hope, Jason Portenoy, Kishore Vasan, Jonathan Borchardt, Eric Horvitz, Daniel S. Weld, Marti A. Hearst, Jevin West

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

Comments Accepted to EMNLP 2020

2009.01179 2020-09-03 eess.IV 57%

SURF-SVM Based Identification and Classification of Gastrointestinal Diseases in Wireless Capsule Endoscopy

Vanshika Vats, Pooja Goel, Amodini Agarwal, Nidhi Goel

专题命中临床大模型：diagnosis(abstract)；分类 eess.IV

Comments 5 pages, 7 figures, 15 subfigures in total

2008.13569 2020-09-01 cs.IR cs.LG 57%

PREMIER: Personalized REcommendation for Medical prescrIptions from Electronic Records

Suman Bhoi, Lee Mong Li, Wynne Hsu

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2006.05138 2020-06-12 cs.LG stat.ML 57%

Sparse Dynamic Distribution Decomposition: Efficient Integration of Trajectory and Snapshot Time Series Data

Jake P. Taylor-King, Cristian Regep, Jyothish Soman, Flawnson Tong, Catalina Cangea, Charlie Roberts

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

Comments 11 pages, 2 figures

2002.03847 2020-06-09 cs.LG cs.AI stat.ML 57%

Making Logic Learnable With Neural Networks

Tobias Brudermueller, Dennis L. Shung, Adrian J. Stanley, Johannes Stegmaier, Smita Krishnaswamy

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

2005.09284 2020-05-20 cs.LG cs.CL stat.ML 57%

ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notes

William Caicedo-Torres, Jairo Gutierrez

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2005.06462 2020-05-15 cs.LG stat.ML 57%

Temporal Poisson Square Root Graphical Models

Sinong Geng, Zhaobin Kuang, Peggy Peissig, David Page

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

1811.02316 2020-05-13 stat.ML cs.LG stat.ME 57%

Stacked Penalized Logistic Regression for Selecting Views in Multi-View Learning

Wouter van Loon, Marjolein Fokkema, Botond Szabo, Mark de Rooij

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

Comments 26 pages, 9 figures. Accepted manuscript

Journal ref Information Fusion 61 (2020) 113-123

1. 临床大模型 951 篇

Towards Trustworthy Cross-patient Model Development

Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs

CEHR-BERT: Incorporating temporal information from structured EHR data to improve prediction tasks

An Overview of Healthcare Data Analytics With Applications to the COVID-19 Pandemic

MURAL: An Unsupervised Random Forest-Based Embedding for Electronic Health Record Data

Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approach

Using Deep Learning to Identify Patients with Cognitive Impairment in Electronic Health Records

Identifying Stroke Indicators Using Rough Sets

Description-based Label Attention Classifier for Explainable ICD-9 Classification

Pre-training transformer-based framework on large-scale pediatric claims data for downstream population-specific tasks

Detecting Anomalous User Behavior in Remote Patient Monitoring

Deep Learning for Depression Recognition with Audiovisual Cues: A Review

Learning atrial fiber orientations and conductivity tensors from intracardiac maps using physics-informed neural networks

Inferring COPD Severity from Tidal Breathing

An Adversarial Domain Separation Framework for Septic Shock Early Prediction Across EHR Systems

Trajectories, bifurcations and pseudotime in large clinical datasets: applications to myocardial infarction and diabetes data

Multiclass Burn Wound Image Classification Using Deep Convolutional Neural Networks

MHDeep: Mental Health Disorder Detection System based on Body-Area and Deep Neural Networks

Meta-learning on Spectral Images of Electroencephalogram of Schizophenics

Heterogeneous Similarity Graph Neural Network on Electronic Health Records

A novel method for Causal Structure Discovery from EHR data, a demonstration on type-2 diabetes mellitus

Adversarial Attacks to Machine Learning-Based Smart Healthcare Systems

SciSight: Combining faceted navigation and research group detection for COVID-19 exploratory scientific search

SURF-SVM Based Identification and Classification of Gastrointestinal Diseases in Wireless Capsule Endoscopy

PREMIER: Personalized REcommendation for Medical prescrIptions from Electronic Records

Sparse Dynamic Distribution Decomposition: Efficient Integration of Trajectory and Snapshot Time Series Data

Making Logic Learnable With Neural Networks

ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notes

Temporal Poisson Square Root Graphical Models

Stacked Penalized Logistic Regression for Selecting Views in Multi-View Learning