MLHOps: Machine Learning for Healthcare Operations

4 May 2023

Kristoffer Larsen

Vallijah Subasri

A. Krishnan

Cláudio Tinoco Mesquita

Diana Paez

Laleh Seyyed-Kalantari

Papers citing "MLHOps: Machine Learning for Healthcare Operations"

50 / 74 papers shown

Title
Clairvoyance: A Pipeline Toolkit for Medical Time Series Daniel Jarrett Jinsung Yoon Ioana Bica Zhaozhi Qian A. Ercole M. Schaar AI4TS 48 36 0 28 Oct 2023
Change is Hard: A Closer Look at Subpopulation Shift Yuzhe Yang Haoran Zhang Dina Katabi Marzyeh Ghassemi OOD 51 105 0 23 Feb 2023
Development and Validation of ML-DQA -- a Machine Learning Data Quality Assurance Framework for Healthcare M. Sendak Gaurav Sirdeshmukh Timothy N. Ochoa Hayley Premo Linda Tang ... M. Nichols Bradley Heintze William S Knechtle W. Ratliff S. Balu 37 6 0 04 Aug 2022
Memory-Based Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Christopher D. Manning Chelsea Finn KELM 92 350 0 13 Jun 2022
The Road to Explainability is Paved with Bias: Measuring the Fairness of Explanations Aparna Balagopalan Haoran Zhang Kimia Hamidieh Thomas Hartvigsen Frank Rudzicz Marzyeh Ghassemi 62 78 0 06 May 2022
Machine Learning Operations (MLOps): Overview, Definition, and Architecture Dominik Kreuzberger Niklas Kühl Sebastian Hirschl VLM AI4CE 33 347 0 04 May 2022
A Survey of Neural Trojan Attacks and Defenses in Deep Learning Jie Wang Ghulam Mubashar Hassan Naveed Akhtar AAML 61 25 0 15 Feb 2022
CheXstray: Real-time Multi-Modal Data Concordance for Drift Detection in Medical Imaging AI Arjun Soin J. Merkow Jin Long Joseph Paul Cohen Smitha Saligrama Stephen Kaiser Steven Borg Ivan Tarapov M. Lungren OOD 80 16 0 06 Feb 2022
MLOps -- Definitions, Tools and Challenges Georgios Symeonidis Evangelos Nerantzis A. Kazakis G. Papakostas 54 92 0 01 Jan 2022
Mind the Performance Gap: Examining Dataset Shift During Prospective Validation Erkin Ötleş Jeeheh Oh Benjamin Li Michelle Bochinski Hyeon Joo ... E. Shenoy L. Washer V. Young Krishna Rao Jenna Wiens OOD 38 15 0 23 Jul 2021
Reading Race: AI Recognises Patient's Racial Identity In Medical Images Imon Banerjee A. Bhimireddy J. L. Burns Leo Anthony Celi Li-Ching Chen ... Hari M. Trivedi Ryan Wang Z. Zaiman Haoran Zhang J. Gichoya 63 335 0 21 Jul 2021
Just Train Twice: Improving Group Robustness without Training Group Information Emmy Liu Behzad Haghgoo Annie S. Chen Aditi Raghunathan Pang Wei Koh Shiori Sagawa Percy Liang Chelsea Finn OOD 84 559 0 19 Jul 2021
BEDS-Bench: Behavior of EHR-models under Distributional Shift--A Benchmark Anand Avati Martin G. Seneviratne Emily Xue Zhen Xu Balaji Lakshminarayanan Andrew M. Dai OOD CML 52 8 0 17 Jul 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 145 206 0 12 Jul 2021
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity Sebastian Lee Sebastian Goldt Andrew M. Saxe CLL 62 74 0 09 Jul 2021
A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection Jie Jessie Ren Stanislav Fort J. Liu Abhijit Guha Roy Shreyas Padhy Balaji Lakshminarayanan UQCV 170 224 0 16 Jun 2021
Meta Two-Sample Testing: Learning Kernels for Testing with Limited Data Feng Liu Wenkai Xu Jie Lu Danica J. Sutherland 64 22 0 14 Jun 2021
MLDemon: Deployment Monitoring for Machine Learning Systems Antonio A. Ginart Martin Jinye Zhang James Zou 70 19 0 28 Apr 2021
Property Inference Attacks on Convolutional Neural Networks: Influence and Implications of Target Model's Complexity Mathias Parisot Balázs Pejó Dayana Spagnuelo MIACV 112 33 0 27 Apr 2021
A Review of Anonymization for Healthcare Data Iyiola E. Olatunji Jens Rauch Matthias Katzensteiner Megha Khosla 35 65 0 13 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 82 183 0 01 Apr 2021
Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond Xuhong Li Haoyi Xiong Xingjian Li Xuanyu Wu Xiao Zhang Ji Liu Jiang Bian Dejing Dou AAML FaML XAI HAI 59 331 0 19 Mar 2021
Membership Inference Attacks on Machine Learning: A Survey Hongsheng Hu Z. Salcic Lichao Sun Gillian Dobbie Philip S. Yu Xuyun Zhang MIACV 109 434 0 14 Mar 2021
Towards Learning an Unbiased Classifier from Biased Data via Conditional Adversarial Debiasing Christian Reimers P. Bodesheim Jakob Runge Joachim Denzler FaML CML 16 6 0 10 Mar 2021
Teach Me to Explain: A Review of Datasets for Explainable Natural Language Processing Sarah Wiegreffe Ana Marasović XAI 53 145 0 24 Feb 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 120 551 0 18 Feb 2021
A Data Quality-Driven View of MLOps Cédric Renggli Luka Rimanic Nezihe Merve Gürel Bojan Karlavs Wentao Wu Ce Zhang AI4TS 39 65 0 15 Feb 2021
Interpretability and Explainability: A Machine Learning Zoo Mini-tour Ricards Marcinkevics Julia E. Vogt XAI 67 120 0 03 Dec 2020
Challenges in Deploying Machine Learning: a Survey of Case Studies Andrei Paleyes Raoul-Gabriel Urma Neil D. Lawrence 59 400 0 18 Nov 2020
Exploring Gender Disparities in Time to Diagnosis Tony Y. Sun IV OliverJ.BearDon'tWalk Jennifer L. Chen H. R. Nieva Noémie Elhadad 30 6 0 11 Nov 2020
Model updating after interventions paradoxically introduces bias J. Liley S. Emerson Bilal A. Mateen Catalina A Vallejos L. Aslett Sebastian J. Vollmer 58 22 0 22 Oct 2020
Ethical Machine Learning in Health Care Irene Y. Chen Emma Pierson Sherri Rose Shalmali Joshi Kadija Ferryman Marzyeh Ghassemi AILaw 61 386 0 22 Sep 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 92 480 0 30 Jun 2020
Fairness without Demographics through Adversarially Reweighted Learning Preethi Lahoti Alex Beutel Jilin Chen Kang Lee Flavien Prost Nithum Thain Xuezhi Wang Ed H. Chi FaML 111 335 0 23 Jun 2020
Consistent Estimators for Learning to Defer to an Expert Hussein Mozannar David Sontag 49 202 0 02 Jun 2020
A Survey on Security and Privacy Issues in Modern Healthcare Systems: Attacks and Defenses Akm Iqtidar Newaz A. Sikder Mohammad Ashiqur Rahman A. S. Uluagac 70 176 0 15 May 2020
Learning under Concept Drift: A Review Jie Lu Anjin Liu Fan Dong Feng Gu João Gama Guangquan Zhang AI4TS 59 1,279 0 13 Apr 2020
A Unified View of Label Shift Estimation Saurabh Garg Yifan Wu Sivaraman Balakrishnan Zachary Chase Lipton 58 143 0 17 Mar 2020
Hurtful Words: Quantifying Biases in Clinical Contextual Word Embeddings H. Zhang Amy X. Lu Mohamed Abdalla Matthew B. A. McDermott Marzyeh Ghassemi 55 174 0 11 Mar 2020
Interpretability of machine learning based prediction models in healthcare Gregor Stiglic Primož Kocbek Nino Fijačko Marinka Zitnik K. Verbert Leona Cilar AI4CE 60 383 0 20 Feb 2020
CheXclusion: Fairness gaps in deep chest X-ray classifiers Laleh Seyyed-Kalantari Guanxiong Liu Matthew B. A. McDermott Irene Y. Chen Marzyeh Ghassemi OOD 83 291 0 14 Feb 2020
Secure and Robust Machine Learning for Healthcare: A Survey A. Qayyum Junaid Qadir Muhammad Bilal Ala I. Al-Fuqaha AAML OOD 76 385 0 21 Jan 2020
Continual Learning for Domain Adaptation in Chest X-ray Classification Matthias Lenga H. Schulz A. Saalbach OOD 55 61 0 16 Jan 2020
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 93 1,237 0 20 Nov 2019
Certified Data Removal from Machine Learning Models Chuan Guo Tom Goldstein Awni Y. Hannun Laurens van der Maaten MU 90 443 0 08 Nov 2019
Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models Cheolhyoung Lee Kyunghyun Cho Wanmo Kang MoE 271 208 0 25 Sep 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao Xiaowen Chu 112 1,457 0 02 Aug 2019
FairSight: Visual Analytics for Fairness in Decision Making Yongsu Ahn Y. Lin 46 122 0 01 Aug 2019
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III Shirly Wang Matthew B. A. McDermott Geeticka Chauhan Michael C. Hughes Tristan Naumann Marzyeh Ghassemi 65 209 0 19 Jul 2019
A Survey on Explainable Artificial Intelligence (XAI): Towards Medical XAI Erico Tjoa Cuntai Guan XAI 92 1,446 0 17 Jul 2019