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A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

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Title
"More Than Words": Linking Music Preferences and Moral Values Through Lyrics Vjosa Preniqi Kyriaki Kalimeri C. Saitis 64 8 0 02 Sep 2022
A Framework for Extracting and Encoding Features from Object-Centric Event Data Jan Niklas Adams Gyunam Park Sergej Levich Daniel Schuster Wil M.P. van der Aalst 72 17 0 02 Sep 2022
Macroeconomic Predictions using Payments Data and Machine Learning James T. E. Chapman Ajit Desai 43 15 0 02 Sep 2022
Explainable AI for Android Malware Detection: Towards Understanding Why the Models Perform So Well? Yue Liu Chakkrit Tantithamthavorn Li Li Yepang Liu 86 30 0 02 Sep 2022
Model Transparency and Interpretability : Survey and Application to the Insurance Industry Dimitri Delcaillau Antoine Ly Alizé Papp Franck Vermet AI4CE 53 12 0 01 Sep 2022
Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research Zhibo Zhang H. A. Hamadi Ernesto Damiani C. Yeun Fatma Taher AAML 108 166 0 31 Aug 2022
Representation Learning based and Interpretable Reactor System Diagnosis Using Denoising Padded Autoencoder Chengyuan Li Zihan Qiu Zhangrui Yan Mei Li AI4CE 39 1 0 30 Aug 2022
Lateral Movement Detection Using User Behavioral Analysis Deepak Kushwaha Dhruv Nandakumar Akshay Kakkar Sanvi Gupta K. Choi ... Sabthagiri Saravanan Chandramohan Edward Bowen M. Weeks Aaron Shaha Joe Nehila AAML 31 1 0 29 Aug 2022
Interpreting Black-box Machine Learning Models for High Dimensional Datasets Md. Rezaul Karim Md. Shajalal Alexander Grass Till Dohmen S. Chala Alexander Boden C. Beecks Stefan Decker FAtt 99 18 0 29 Aug 2022
PDD-SHAP: Fast Approximations for Shapley Values using Functional Decomposition Arne Gevaert Yvan Saeys FAtt TDI 45 2 0 26 Aug 2022
A Framework for Inherently Interpretable Optimization Models Marc Goerigk Michael Hartisch AI4CE 100 17 0 26 Aug 2022
Towards Benchmarking Explainable Artificial Intelligence Methods Lars Holmberg 30 5 0 25 Aug 2022
Interpretable Multimodal Emotion Recognition using Hybrid Fusion of Speech and Image Data Puneet Kumar Sarthak Malik Balasubramanian Raman CVBM 60 24 0 25 Aug 2022
A Survey of Open Source Automation Tools for Data Science Predictions Nicholas Hoell 65 0 0 24 Aug 2022
Augmented cross-selling through explainable AI -- a case from energy retailing Felix Haag K. Hopf Pedro Menelau Vasconcelos Thorsten Staake 64 4 0 24 Aug 2022
VISTANet: VIsual Spoken Textual Additive Net for Interpretable Multimodal Emotion Recognition Puneet Kumar Sarthak Malik Balasubramanian Raman Xiaobai Li 166 2 0 24 Aug 2022
SurvSHAP(t): Time-dependent explanations of machine learning survival models Mateusz Krzyzinski Mikolaj Spytek Hubert Baniecki P. Biecek FAtt AI4TS 97 78 0 23 Aug 2022
Anomaly Attribution with Likelihood Compensation T. Idé Amit Dhurandhar Jirí Navrátil Moninder Singh Naoki Abe 43 15 0 23 Aug 2022
Interpreting Embedding Spaces by Conceptualization Adi Simhi Shaul Markovitch 97 7 0 22 Aug 2022
Prediction of good reaction coordinates and future evolution of MD trajectories using Regularized Sparse Autoencoders: A novel deep learning approach Abhijit Gupta 75 0 0 22 Aug 2022
Machine learning based surrogate models for microchannel heat sink optimization Ante Sikirica L. Grbčić L. Kranjčević TPM AI4CE 36 42 0 20 Aug 2022
Neural network facilitated ab initio derivation of linear formula: A case study on formulating the relationship between DNA motifs and gene expression Chengyu Liu Wei Wang 33 0 0 19 Aug 2022
Application of Causal Inference to Analytical Customer Relationship Management in Banking and Insurance Satyam Kumar V. Ravi 34 1 0 19 Aug 2022
Neural Payoff Machines: Predicting Fair and Stable Payoff Allocations Among Team Members Daphne Cornelisse Thomas Rood Mateusz Malinowski Yoram Bachrach Tal Kachman 58 10 0 18 Aug 2022
Transcending XAI Algorithm Boundaries through End-User-Inspired Design Weina Jin Jianyu Fan D. Gromala Philippe Pasquier Xiaoxiao Li Ghassan Hamarneh 81 3 0 18 Aug 2022
RRWaveNet: A Compact End-to-End Multi-Scale Residual CNN for Robust PPG Respiratory Rate Estimation Pongpanut Osathitporn Guntitat Sawadwuthikul Punnawish Thuwajit Kawisara Ueafuea Thee Mateepithaktham Narin Kunaseth Tanut Choksatchawathi P. Punyabukkana Emmanuel Mignot Theerawit Wilaiprasitporn OOD 28 27 0 18 Aug 2022
Prediction of Oral Food Challenge Outcomes via Ensemble Learning Justin Zhang Deborah R. Lee Kylie Jungles D. Shaltis Kayvan Najarian R. Ravikumar G. Sanders Jonathan Gryak 33 11 0 17 Aug 2022
Unifying local and global model explanations by functional decomposition of low dimensional structures M. Hiabu Josephine T. Meyer Marvin N. Wright FAtt 82 21 0 12 Aug 2022
New drugs and stock market: how to predict pharma market reaction to clinical trial announcements S. Budennyy Alexey Kazakov Elizaveta Kovtun L. Zhukov AIFin 31 1 0 11 Aug 2022
E Pluribus Unum Interpretable Convolutional Neural Networks George Dimas Eirini Cholopoulou D. Iakovidis 76 3 0 10 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 62 2 0 10 Aug 2022
A Means-End Account of Explainable Artificial Intelligence O. Buchholz XAI 76 12 0 09 Aug 2022
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction Weimin Lyu Xinyu Dong Rachel Wong Songzhu Zheng Kayley Abell-Hart Fusheng Wang Chao Chen 115 52 0 09 Aug 2022
Generalizability Analysis of Graph-based Trajectory Predictor with Vectorized Representation Juanwu Lu Wei Zhan Masayoshi Tomizuka Yeping Hu 74 6 0 06 Aug 2022
Explanation of Machine Learning Models of Colon Cancer Using SHAP Considering Interaction Effects Yasunobu Nohara T. Inoguchi Chinatsu Nojiri N. Nakashima FAtt 23 1 0 05 Aug 2022
Differentially Private Counterfactuals via Functional Mechanism Fan Yang Qizhang Feng Kaixiong Zhou Jiahao Chen Helen Zhou 66 9 0 04 Aug 2022
Psychophysiological Arousal in Young Children Who Stutter: An Interpretable AI Approach Harshit Sharma Yi Xiao V. Tumanova Asif Salekin 56 7 0 03 Aug 2022
ferret: a Framework for Benchmarking Explainers on Transformers Giuseppe Attanasio Eliana Pastor C. Bonaventura Debora Nozza 90 31 0 02 Aug 2022
A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models Chao Yan Yao Yan Zhiyu Wan Ziqi Zhang L. Omberg J. Guinney S. Mooney B. Malin SyDa 90 71 0 02 Aug 2022
RISeer: Inspecting the Status and Dynamics of Regional Industrial Structure via Visual Analytics Long-fei Chen Yang Ouyang Haipeng Zhang Suting Hong Quan Li 26 4 0 01 Aug 2022
PromotionLens: Inspecting Promotion Strategies of Online E-commerce via Visual Analytics Chenyang Zhang Xiyuan Wang Chuyi Zhao Yijing Ren Tianyu Zhang Zhenhui Peng Xiaomeng Fan Qu Li 41 14 0 01 Aug 2022
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 164 63 0 29 Jul 2022
Bridging the Gap between Deep Learning and Hypothesis-Driven Analysis via Permutation Testing Magdalini Paschali Qingyu Zhao Ehsan Adeli K. Pohl 13 2 0 28 Jul 2022
An Interpretability Evaluation Benchmark for Pre-trained Language Models Ya-Ming Shen Lijie Wang Ying-Cong Chen Xinyan Xiao Jing Liu Hua Wu 79 4 0 28 Jul 2022
Adaptive occlusion sensitivity analysis for visually explaining video recognition networks Tomoki Uchiyama Naoya Sogi S. Iizuka Koichiro Niinuma Kazuhiro Fukui 65 3 0 26 Jul 2022
Distinguishing between pre- and post-treatment in the speech of patients with chronic obstructive pulmonary disease Andreas Triantafyllopoulos M. Fendler A. Batliner Maurice Gerczuk Shahin Amiriparian Thomas Berghaus Björn W. Schuller 40 7 0 26 Jul 2022
An Explainable Decision Support System for Predictive Process Analytics Riccardo Galanti M. Leoni M. Monaro Nicoló Navarin Alan Marazzi Brigida Di Stasi Stéphanie Maldera 93 28 0 26 Jul 2022
A general-purpose method for applying Explainable AI for Anomaly Detection John Sipple Abdou Youssef 87 17 0 23 Jul 2022
Redundancy-aware unsupervised ranking based on game theory -- application to gene enrichment analysis Chiara Balestra C. Maj Emmanuel Mueller Andreas Mayr 34 0 0 22 Jul 2022
Explainable AI Algorithms for Vibration Data-based Fault Detection: Use Case-adadpted Methods and Critical Evaluation Oliver Mey Deniz Neufeld 62 24 0 21 Jul 2022