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Explaining artificial intelligence with visual analytics in healthcare
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Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-1-4939-6952-4_21openalex-snapshot
An Integration of Decision Tree and Visual Analysis to Analyze Intracranial Pressure
inferredcites →https://doi.org/10.1007/978-3-030-19385-0_8openalex-snapshot
Visual Analysis for Understanding Irritable Bowel Syndrome
inferredcites →https://doi.org/10.1007/978-3-319-21070-4_34openalex-snapshot
Visual Comparison of 3D Medical Image Segmentation Algorithms Based on Statistical Shape Models
inferredcites →https://doi.org/10.1007/978-3-319-44944-9_53openalex-snapshot
Discovering the Discriminating Power in Patient Test Features Using Visual Analytics: A Case Study in Parkinson’s Disease
inferredcites →https://doi.org/10.1007/978-3-319-46723-8_12openalex-snapshot
Employing Visual Analytics to Aid the Design of White Matter Hyperintensity Classifiers
inferredcites →https://doi.org/10.1007/978-3-319-50478-0_12openalex-snapshot
Visual Intelligent Decision Support Systems in the Medical Field: Design and Evaluation
inferredcites →https://doi.org/10.1007/978-3-540-71080-6_6openalex-snapshot
Visual Analytics: Scope and Challenges
inferredcites →https://doi.org/10.1007/978-3-642-13624-5_20openalex-snapshot
The State of the Art of Visual Analytics
inferredcites →https://doi.org/10.1007/978-3-642-23241-1_7openalex-snapshot
Visual Data Mining and Discovery with Binarized Vectors
inferredcites →https://doi.org/10.1007/978-3-642-24955-6_14openalex-snapshot
Visual Analytics of Clinical and Genetic Datasets of Acute Lymphoblastic Leukaemia
inferredcites →https://doi.org/10.1007/978-3-642-54111-7_36openalex-snapshot
Clustering Socio-Demographic and Medical Attribute Data in Cohort Studies
inferredcites →https://doi.org/10.1007/978-3-662-43968-5_7openalex-snapshot
On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics
inferredcites →https://doi.org/10.1007/s00371-013-0852-yopenalex-snapshot
Opening up the “black box” of medical image segmentation with statistical shape models
inferredcites →https://doi.org/10.1007/s00521-019-04051-wopenalex-snapshot
The importance of interpretability and visualization in machine learning for applications in medicine and health care
inferredcites →https://doi.org/10.1007/s10916-011-9718-xopenalex-snapshot
Extracting Insights from Electronic Health Records: Case Studies, a Visual Analytics Process Model, and Design Recommendations
inferredcites →https://doi.org/10.1007/s10916-014-0045-xopenalex-snapshot
A Review of Analytics and Clinical Informatics in Health Care
inferredcites →https://doi.org/10.1007/s11548-020-02217-9openalex-snapshot
Combining visual analytics and case-based reasoning for rupture risk assessment of intracranial aneurysms
inferredcites →https://doi.org/10.1007/s40708-016-0043-5openalex-snapshot
Visual analytics for concept exploration in subspaces of patient groups
inferredcites →https://doi.org/10.1016/b978-155860915-0/50046-9openalex-snapshot
The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations
inferredcites →https://doi.org/10.1016/j.cag.2020.06.004openalex-snapshot
A visual approach to explainable computerized clinical decision support
inferredcites →https://doi.org/10.1016/j.cag.2020.06.005openalex-snapshot
Interactive framework for the visual exploration of colonic data
inferredcites →https://doi.org/10.1016/j.compmedimag.2009.10.004openalex-snapshot
Integrating semantic annotation and information visualization for the analysis of multichannel fluorescence micrographs from pancreatic tissue
inferredcites →https://doi.org/10.1016/j.dsp.2017.10.011openalex-snapshot
Methods for interpreting and understanding deep neural networks
inferredcites →https://doi.org/10.1016/j.jbi.2014.01.007openalex-snapshot
A methodology for interactive mining and visual analysis of clinical event patterns using electronic health record data
inferredcites →https://doi.org/10.1016/j.jprot.2015.05.029openalex-snapshot
Distributed and interactive visual analysis of omics data
inferredcites →https://doi.org/10.1016/j.jvlc.2017.05.004openalex-snapshot
Pattern discovery: A progressive visual analytic design to support categorical data analysis
inferredcites →https://doi.org/10.1016/j.neuroimage.2012.02.075openalex-snapshot
Visual analytics of brain networks
inferredcites →https://doi.org/10.1016/j.visinf.2017.01.006openalex-snapshot
Towards better analysis of machine learning models: A visual analytics perspective
inferredcites →https://doi.org/10.1016/j.visinf.2020.04.001openalex-snapshot
Comparative visual analytics for assessing medical records with sequence embedding
inferredcites →https://doi.org/10.1016/j.ymeth.2017.06.004openalex-snapshot
miRTarVis+: Web-based interactive visual analytics tool for microRNA target predictions
inferredcites →https://doi.org/10.1016/s2589-7500(19)30123-2openalex-snapshot
A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis
inferredcites →https://doi.org/10.1038/s41598-020-68771-zopenalex-snapshot
Early detection of type 2 diabetes mellitus using machine learning-based prediction models
inferredcites →https://doi.org/10.1038/s41598-020-80457-0openalex-snapshot
A natural language processing approach for identifying temporal disease onset information from mental healthcare text
inferredcites →https://doi.org/10.1093/bib/bbx044openalex-snapshot
Deep learning for healthcare: review, opportunities and challenges
inferredcites →https://doi.org/10.1093/bioinformatics/bty971openalex-snapshot
Genome-wide search of nucleosome patterns using visual analytics
inferredcites →https://doi.org/10.1093/jamia/ocv006openalex-snapshot
Visual analytics in healthcare – opportunities and research challenges
inferredcites →https://doi.org/10.1093/jamia/ocy054openalex-snapshot
A visual analytics approach for pattern-recognition in patient-generated data
inferredcites →https://doi.org/10.1093/jamia/ocy190openalex-snapshot
Evaluating visual analytics for health informatics applications: a systematic review from the American Medical Informatics Association Visual Analytics Working Group Task Force on Evaluation
inferredcites →https://doi.org/10.1109/access.2018.2870052openalex-snapshot
Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)
inferredcites →https://doi.org/10.1109/access.2019.2923736openalex-snapshot
Visual Analytics: A Comprehensive Overview
inferredcites →https://doi.org/10.1109/bdva.2018.8534028openalex-snapshot
Visual Pattern-Driven Exploration of Big Data
inferredcites →https://doi.org/10.1109/bigdata.2017.8258398openalex-snapshot
iVAR: Interactive visual analytics of radiomics features from large-scale medical images
inferredcites →https://doi.org/10.1109/cbmi.2016.7500271openalex-snapshot
Explorative hyperbolic-tree-based clustering tool for unsupervised knowledge discovery
inferredcites →https://doi.org/10.1109/dsaa.2018.00018openalex-snapshot
Explaining Explanations: An Overview of Interpretability of Machine Learning
inferredcites →https://doi.org/10.1109/icch.2012.6724484openalex-snapshot
Unlocking the complexity of genomic data of RMS patients through visual analytics
inferredcites →https://doi.org/10.1109/iv-2.2019.00010openalex-snapshot
Stroke Data Analysis through a HVN Visual Mining Platform
inferredcites →https://doi.org/10.1109/iv-2.2019.00016openalex-snapshot
Two-Dimensional Immersive Cohort Analysis Supporting Personalised Medical Treatment
inferredcites →https://doi.org/10.1109/iv.2019.00018openalex-snapshot
Visual Explanation of Simple Neural Networks using Interactive Rainbow Boxes
inferredcites →https://doi.org/10.1109/jbhi.2014.2361318openalex-snapshot
A Visual Analytics Approach Using the Exploration of Multidimensional Feature Spaces for Content-Based Medical Image Retrieval
inferredcites →https://doi.org/10.1109/jstqe.2018.2846034openalex-snapshot
Signature Infrared Bacteria Spectra Analyzed by an Advanced Integrative Computational Approach Developed for Identifying Bacteria Similarity
inferredcites →https://doi.org/10.1109/jstqe.2018.2869643openalex-snapshot
Optical Coherence Tomography as an Oral Cancer Screening Adjunct in a Low Resource Settings
inferredcites →https://doi.org/10.1109/mc.2002.1016905openalex-snapshot
Interactively exploring hierarchical clustering results [gene identification]
inferredcites →https://doi.org/10.1109/pacificvis.2013.6596145openalex-snapshot
A visual analytics approach to exploring protein flexibility subspaces
inferredcites →https://doi.org/10.1109/pacificvis.2017.8031602openalex-snapshot
DrugPathSeeker: Interactive UI for exploring drug-ADR relation via pathways
inferredcites →https://doi.org/10.1109/tvcg.2007.70515openalex-snapshot
Toward a Deeper Understanding of the Role of Interaction in Information Visualization
inferredcites →https://doi.org/10.1109/tvcg.2011.188openalex-snapshot
DICON: Interactive Visual Analysis of Multidimensional Clusters
inferredcites →https://doi.org/10.1109/tvcg.2014.2346482openalex-snapshot
INFUSE: Interactive Feature Selection for Predictive Modeling of High Dimensional Data
inferredcites →https://doi.org/10.1109/tvcg.2014.2346574openalex-snapshot
Progressive Visual Analytics: User-Driven Visual Exploration of In-Progress Analytics
inferredcites →https://doi.org/10.1109/tvcg.2016.2598796openalex-snapshot
GazeDx: Interactive Visual Analytics Framework for Comparative Gaze Analysis with Volumetric Medical Images
inferredcites →https://doi.org/10.1109/tvcg.2017.2745085openalex-snapshot
Clustervision: Visual Supervision of Unsupervised Clustering
inferredcites →https://doi.org/10.1109/tvcg.2017.2745320openalex-snapshot
EventThread: Visual Summarization and Stage Analysis of Event Sequence Data
inferredcites →https://doi.org/10.1109/tvcg.2018.2843369openalex-snapshot
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers
inferredcites →https://doi.org/10.1109/tvcg.2018.2865027openalex-snapshot
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records
inferredcites →https://doi.org/10.1109/tvcg.2018.2865043openalex-snapshot
RegressionExplorer: Interactive Exploration of Logistic Regression Models with Subgroup Analysis
inferredcites →https://doi.org/10.1109/tvcg.2019.2903946openalex-snapshot
Visual Exploration of Neural Document Embedding in Information Retrieval: Semantics and Feature Selection
inferredcites →https://doi.org/10.1109/tvcg.2019.2934209openalex-snapshot
Selection Bias Tracking and Detailed Subset Comparison for High-Dimensional Data
inferredcites →https://doi.org/10.1109/tvcg.2019.2934661openalex-snapshot
Visual Analysis of High-Dimensional Event Sequence Data via Dynamic Hierarchical Aggregation
inferredcites →https://doi.org/10.1109/tvcg.2020.2985689openalex-snapshot
DPVis: Visual Analytics With Hidden Markov Models for Disease Progression Pathways
inferredcites →https://doi.org/10.1109/vast.2011.6102457openalex-snapshot
Visual analytics decision support environment for epidemic modeling and response evaluation
inferredcites →https://doi.org/10.1109/vast.2017.8585720openalex-snapshot
A Workflow for Visual Diagnostics of Binary Classifiers using Instance-Level Explanations
inferredcites →https://doi.org/10.1111/cgf.12613openalex-snapshot
Visual Analytics for the Exploration of Tumor Tissue Characterization
inferredcites →https://doi.org/10.1111/cgf.13092openalex-snapshot
The State of the Art in Integrating Machine Learning into Visual Analytics
inferredcites →https://doi.org/10.1111/cgf.13210openalex-snapshot
The State‐of‐the‐Art in Predictive Visual Analytics
inferredcites →https://doi.org/10.1111/cgf.13674openalex-snapshot
DIVA: Exploration and Validation of Hypothesized Drug‐Drug Interactions
inferredcites →https://doi.org/10.1111/cgf.13891openalex-snapshot
A Survey of Visual Analytics for Public Health
inferredcites →https://doi.org/10.1111/cgf.14034openalex-snapshot
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations
inferredcites →https://doi.org/10.1111/dme.13605openalex-snapshot
Development of a screening tool using electronic health records for undiagnosed Type 2 diabetes mellitus and impaired fasting glucose detection in the Slovenian population
inferredcites →https://doi.org/10.1111/j.1467-8659.2009.01475.xopenalex-snapshot
iPCA: An Interactive System for PCA‐based Visual Analytics
inferredcites →https://doi.org/10.1136/amiajnl-2014-002927openalex-snapshot
Exploration of patterns predicting renal damage in patients with diabetes type II using a visual temporal analysis laboratory
inferredcites →https://doi.org/10.1136/amiajnl-2014-002955openalex-snapshot
Innovative information visualization of electronic health record data: a systematic review
inferredcites →https://doi.org/10.1136/bmj.l737openalex-snapshot
Guide to presenting clinical prediction models for use in clinical settings
inferredcites →https://doi.org/10.1142/9789814644730_0040openalex-snapshot
PEAX: INTERACTIVE VISUAL ANALYSIS AND EXPLORATION OF COMPLEX CLINICAL PHENOTYPE AND GENE EXPRESSION ASSOCIATION
inferredcites →https://doi.org/10.1145/2678025.2701407openalex-snapshot
Cohort Comparison of Event Sequences with Balanced Integration of Visual Analytics and Statistics
inferredcites →https://doi.org/10.1145/3123024.3123170openalex-snapshot
mHealth visual discovery dashboard
inferredcites →https://doi.org/10.1145/3173574.3174156openalex-snapshot
Trends and Trajectories for Explainable, Accountable and Intelligible Systems
inferredcites →https://doi.org/10.1145/3233547.3233667openalex-snapshot
Interpretable Machine Learning in Healthcare
inferredcites →https://doi.org/10.1145/3236009openalex-snapshot
A Survey of Methods for Explaining Black Box Models
inferredcites →https://doi.org/10.1145/3359786openalex-snapshot
Techniques for interpretable machine learning
inferredcites →https://doi.org/10.1145/3387166openalex-snapshot
A Multidisciplinary Survey and Framework for Design and Evaluation of Explainable AI Systems
inferredcites →https://doi.org/10.1177/1176935119835546openalex-snapshot
Visual Analytics of Genomic and Cancer Data: A Systematic Review
inferredcites →https://doi.org/10.1186/1471-2105-16-s11-s5openalex-snapshot
XCluSim: a visual analytics tool for interactively comparing multiple clustering results of bioinformatics data
inferredcites →https://doi.org/10.1186/1471-2105-9-247openalex-snapshot
A visual analytics approach for understanding biclustering results from microarray data
inferredcites →https://doi.org/10.1186/1472-6947-15-s1-s3openalex-snapshot
Context-based resolution of semantic conflicts in biological pathways
inferredcites →https://doi.org/10.1186/1753-6561-9-s6-s3openalex-snapshot
PathwayMatrix: visualizing binary relationships between proteins in biological pathways
inferredcites →https://doi.org/10.1186/s12885-017-3689-3openalex-snapshot
GRcalculator: an online tool for calculating and mining dose–response data
inferredcites →https://doi.org/10.1186/s12911-015-0218-7openalex-snapshot
A richly interactive exploratory data analysis and visualization tool using electronic medical records
inferredcites →https://doi.org/10.1186/s12911-019-0879-8openalex-snapshot
Patterns of drinking in Aboriginal and Torres Strait Islander peoples as self-reported on the Grog Survey App: a stratified sample
inferredcites →https://doi.org/10.1186/s12911-019-0951-4openalex-snapshot
Interpreting patient-Specific risk prediction using contextual decomposition of BiLSTMs: application to children with asthma
inferredcites →https://doi.org/10.1371/journal.pone.0097524openalex-snapshot
GWAS in a Box: Statistical and Visual Analytics of Structured Associations via GenAMap
inferredcites →https://doi.org/10.1609/aimag.v38i3.2741openalex-snapshot
European Union Regulations on Algorithmic Decision Making and a “Right to Explanation”
inferredcites →https://doi.org/10.2196/17892openalex-snapshot
Visual Analytic Tools and Techniques in Population Health and Health Services Research: Scoping Review
inferredcites →https://doi.org/10.2196/20645openalex-snapshot
Marrying Medical Domain Knowledge With Deep Learning on Electronic Health Records: A Deep Visual Analytics Approach
inferredcites →https://doi.org/10.2312/vcbm.20151210openalex-snapshot
Discovering Medical Knowledge Using Visual Analytics
inferredcites →https://doi.org/10.2312/vcbm.20161287openalex-snapshot
Visual Analytics for the Exploration and Assessment of Segmentation Errors
inferredcites →https://doi.org/10.2312/vcbm.20191229openalex-snapshot
Interactive Formation of Statistical Hypotheses in Diffusion Tensor Imaging
inferredcites →https://doi.org/10.3389/fdata.2021.660206openalex-snapshot
Interpretability of Machine Learning Solutions in Public Healthcare: The CRISP-ML Approach
inferredcites →https://doi.org/10.3389/frai.2021.613637openalex-snapshot
Case Report: Utilizing AI and NLP to Assist with Healthcare and Rehabilitation During the COVID-19 Pandemic
inferredcites →https://doi.org/10.3390/app7030254openalex-snapshot
A Visual Analytics Approach for Detecting and Understanding Anomalous Resident Behaviors in Smart Healthcare
inferredcites →https://doi.org/10.3390/ijerph17155621openalex-snapshot
Perspectives Emerged from Students and Supervisory Staff Interaction in Drug Use Prevention: A Q Methodology Investigation
inferredcites →https://doi.org/10.3390/ijerph17228303openalex-snapshot
Facilitating the Development of Deep Learning Models with Visual Analytics for Electronic Health Records
inferredcites →https://doi.org/10.3390/informatics7010001openalex-snapshot
Bayesian Integrative Modeling of Genome-Scale Metabolic and Regulatory Networks
inferredcites →https://doi.org/10.3390/informatics7020017openalex-snapshot
Visual Analytics for Dimension Reduction and Cluster Analysis of High Dimensional Electronic Health Records
inferredcites →https://doi.org/10.3390/mti4010007openalex-snapshot
Data-Driven Activities Involving Electronic Health Records: An Activity and Task Analysis Framework for Interactive Visualization Tools
inferredcites →https://doi.org/10.5220/0006272605730584openalex-snapshot
Enabling Interactive Process Analysis with Process Mining and Visual Analytics
inferredcites →https://doi.org/10.7326/m19-2548openalex-snapshot
Should Health Care Demand Interpretable Artificial Intelligence or Accept “Black Box” Medicine?
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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