A survey of surveys on the use of visualization for interpreting machine learning models

Visual Analytics for Explainable Deep Learning

(2018) Jaegul Choo et al.   IEEE COMPUTER GRAPHICS AND APPLICATIONS

Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers

(2018) Fred Matthew Hohman et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Visual interpretability for deep learning: a survey

(2018) Quan-shi Zhang et al.   Frontiers of Information Technology & Electronic Engineering

A Survey of Methods for Explaining Black Box Models

(2018) Riccardo Guidotti et al.   ACM COMPUTING SURVEYS

VIS4ML: An Ontology for Visual Analytics Assisted Machine Learning

(2018)   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Peeking inside the black-box: A survey on Explainable Artificial Intelligence (XAI)

(2018) Amina Adadi et al.   IEEE Access

A task-and-technique centered survey on visual analytics for deep learning model engineering

(2018) Rafael Garcia et al.   COMPUTERS & GRAPHICS-UK

Squares: Supporting Interactive Performance Analysis for Multiclass Classifiers

(2017) Donghao Ren et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis

(2017) Dominik Sacha et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Towards Better Analysis of Deep Convolutional Neural Networks

(2017) Mengchen Liu et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Visualizing High-Dimensional Data: Advances in the Past Decade

(2017) Shusen Liu et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Approximated and User Steerable tSNE for Progressive Visual Analytics

(2017) Nicola Pezzotti et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

What you see is what you can change: Human-centered machine learning by interactive visualization

(2017) Dominik Sacha et al.   NEUROCOMPUTING

Security and Privacy in Cyber-Physical Systems: A Survey of Surveys

(2017) Jairo Giraldo et al.   IEEE Design & Test

Power to the People: The Role of Humans in Interactive Machine Learning

(2017) Saleema Amershi et al.   AI MAGAZINE

An Uncertainty-Aware Approach for Exploratory Microblog Retrieval

(2016) Mengchen Liu et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

TopicPanorama: A Full Picture of Relevant Topics

(2016) Xiting Wang et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

A Survey of Visual Analytic Pipelines

(2016) Xu-Meng Wang et al.   JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY

Recent progress and trends in predictive visual analytics

(2016) Junhua Lu et al.   Frontiers of Computer Science

How Close are We to Realizing a Pragmatic VANET Solution? A Meta-Survey

(2015) Mukesh Saini et al.   ACM COMPUTING SURVEYS

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

(2015) Sebastian Bach et al.   PLoS One

Opening the Black Box: Strategies for Increased User Involvement in Existing Algorithm Implementations

(2014) Thomas Muhlbacher et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

INFUSE: Interactive Feature Selection for Predictive Modeling of High Dimensional Data

(2014) Josua Krause et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Visual Parameter Space Analysis: A Conceptual Framework

(2014) Michael Sedlmair et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Visual Analytics Infrastructures: From Data Management to Exploration

(2013) Jean-Daniel Fekete   COMPUTER

A Partition-Based Framework for Building and Validating Regression Models

(2013) Thomas Muhlbacher et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

UTOPIAN: User-Driven Topic Modeling Based on Interactive Nonnegative Matrix Factorization

(2013) Jaegul Choo et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

OpinionSeer: Interactive Visualization of Hotel Customer Feedback

(2010) Yingcai Wu et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS