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Visualizing the Feature Importance for Black Box Models
18 April 2018
Giuseppe Casalicchio
Christoph Molnar
B. Bischl
FAtt
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Papers citing
"Visualizing the Feature Importance for Black Box Models"
12 / 62 papers shown
Title
Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup Approach
Christoph Molnar
Gunnar Konig
B. Bischl
Giuseppe Casalicchio
90
84
0
08 Jun 2020
Explainable Artificial Intelligence: a Systematic Review
Giulia Vilone
Luca Longo
XAI
110
271
0
29 May 2020
Towards Interpretable ANNs: An Exact Transformation to Multi-Class Multivariate Decision Trees
Duy T. Nguyen
Kathryn E. Kasmarik
H. Abbass
39
9
0
10 Mar 2020
On Interpretability of Artificial Neural Networks: A Survey
Fenglei Fan
Jinjun Xiong
Mengzhou Li
Ge Wang
AAML
AI4CE
94
318
0
08 Jan 2020
A Neural Approach to Discourse Relation Signal Detection
Amir Zeldes
Yang Liu
41
6
0
08 Jan 2020
How Much Can We See? A Note on Quantifying Explainability of Machine Learning Models
G. Szepannek
MILM
FAtt
32
6
0
29 Oct 2019
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI
Alejandro Barredo Arrieta
Natalia Díaz Rodríguez
Javier Del Ser
Adrien Bennetot
Siham Tabik
...
S. Gil-Lopez
Daniel Molina
Richard Benjamins
Raja Chatila
Francisco Herrera
XAI
279
6,386
0
22 Oct 2019
Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model-Agnostic Interpretations
Christian A. Scholbeck
Christoph Molnar
C. Heumann
B. Bischl
Giuseppe Casalicchio
108
27
0
08 Apr 2019
Quantifying Model Complexity via Functional Decomposition for Better Post-Hoc Interpretability
Christoph Molnar
Giuseppe Casalicchio
B. Bischl
FAtt
69
60
0
08 Apr 2019
VINE: Visualizing Statistical Interactions in Black Box Models
M. Britton
FAtt
63
22
0
01 Apr 2019
The Landscape of R Packages for Automated Exploratory Data Analysis
M. Staniak
P. Biecek
25
15
0
27 Mar 2019
Variable Importance Clouds: A Way to Explore Variable Importance for the Set of Good Models
Jiayun Dong
Cynthia Rudin
FAtt
53
27
0
10 Jan 2019
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