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The Impact of Feature Importance Methods on the Interpretation of Defect Classifiers

IEEE transactions on software engineering, 2022-07, Vol.48 (7), p.2245-2261

2022

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BioModels Database: a repository of mathematical models of biological processes

Methods in molecular biology (Clifton, N.J.), 2013, Vol.1021, p.189

2013

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Machine-learning-enabled exploitation of gas-sensing descriptors: A case study of five pristine metal oxides

Chemical engineering journal (Lausanne, Switzerland : 1996), 2024-07, Vol.492, p.152280, Article 152280

2024

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Shedding light on “Black Box” machine learning models for predicting the reactivity of HO radicals toward organic compounds

Chemical engineering journal (Lausanne, Switzerland : 1996), 2021-02, Vol.405, p.126627, Article 126627

2021

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A deep learning interpretable classifier for diabetic retinopathy disease grading

Neurocomputing (Amsterdam), 2020-07, Vol.396, p.465-476

2020

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Machine Learning: New Ideas and Tools in Environmental Science and Engineering

Environmental science & technology, 2021-10, Vol.55 (19), p.12741-12754, Article acs.est.1c01339

2021

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A gradient descent algorithm for SNN with time-varying weights for reliable multiclass interpretation

Applied soft computing, 2024-08, Vol.161, p.111747, Article 111747

2024

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Interpretation of machine learning models using shapley values: application to compound potency and multi-target activity predictions

Journal of computer-aided molecular design, 2020-10, Vol.34 (10), p.1013-1026

2020

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Molecular image-convolutional neural network (CNN) assisted QSAR models for predicting contaminant reactivity toward OH radicals: Transfer learning, data augmentation and model interpretation

Chemical engineering journal (Lausanne, Switzerland : 1996), 2021-03, Vol.408, p.127998, Article 127998

2021

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Comparison of Machine Learning and Land Use Regression for fine scale spatiotemporal estimation of ambient air pollution: Modeling ozone concentrations across the contiguous United States

Environment international, 2020-09, Vol.142, p.105827, Article 105827

2020

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DeepVID: Deep Visual Interpretation and Diagnosis for Image Classifiers via Knowledge Distillation

IEEE transactions on visualization and computer graphics, 2019-06, Vol.25 (6), p.2168-2180

2019

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Enhanced PM2.5 estimation across China: An AOD-independent two-stage approach incorporating improved spatiotemporal heterogeneity representations

Journal of environmental management, 2024-09, Vol.368, p.122107, Article 122107

2024

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Interpreting and Improving Adversarial Robustness of Deep Neural Networks With Neuron Sensitivity

IEEE transactions on image processing, 2021, Vol.30, p.1291-1304

2021

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Machine learning assisted photothermal conversion efficiency prediction of anticancer photothermal agents

Chemical engineering science, 2023-06, Vol.273, p.118619, Article 118619

2023

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DQNViz: A Visual Analytics Approach to Understand Deep Q-Networks

IEEE transactions on visualization and computer graphics, 2019-01, Vol.25 (1), p.288-298

2019

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A translucent box: interpretable machine learning in ecology

Ecological monographs, 2020-11, Vol.90 (4), p.1-17

Lucas, Tim C. D.

2020

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Machine learning driven bond performance prediction between FRP bars and coral aggregate concrete

Construction & building materials, 2024-09, Vol.442, p.137684, Article 137684

2024

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Exploring the possibility space: taking stock of the diverse capabilities and gaps in integrated assessment models

Environmental research letters, 2021-05, Vol.16 (5), p.53006

2021

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Understanding adversarial robustness via critical attacking route

Information sciences, 2021-02, Vol.547, p.568-578

2021

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Deep Learning for Patient-Independent Epileptic Seizure Prediction Using Scalp EEG Signals

IEEE sensors journal, 2021-04, Vol.21 (7), p.9377-9388

2021

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EvoVis: A Visual Analytics Method to Understand the Labeling Iterations in Data Programming

IEEE transactions on visualization and computer graphics, 2024-02, Vol.PP, p.1-16

2024

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Attack to Fool and Explain Deep Networks

IEEE transactions on pattern analysis and machine intelligence, 2022-10, Vol.44 (10), p.5980-5995

2022

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Catchment properties, function, and conceptual model representation: is there a correspondence?

Hydrological processes, 2014-02, Vol.28 (4), p.2451-2467

2014

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GANViz: A Visual Analytics Approach to Understand the Adversarial Game

IEEE transactions on visualization and computer graphics, 2018-06, Vol.24 (6), p.1905-1917

2018

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Interpretation and visualization techniques for deep learning models in medical imaging

Physics in medicine & biology, 2021-02, Vol.66 (4), p.04TR01-04TR01

2021

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