Machine Learning Interpretability

This area focuses on making machine learning systems interpretable to enhance decision-making processes. It emphasizes theoretical frameworks and practical methodologies for explaining model behaviors and outcomes.

Interpretability
Machine Learning
Decision Making
Model Explanation
Causality

2,758 papers

Parent topic: Intelligent Systems and Learning

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Papers Over Time

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Top Papers

Explaining Explanations: An Overview Of Interpretability Of Machine Learning

2018 · 1,148 citations

Conjunction Search Revisited.

1990 · 553 citations

Connectionist Expert Systems

1988 · 483 citations

Optimizing Rating Scale Category Effectiveness.

2002 · 470 citations

Inferring The Rules Of Interaction Of Shoaling Fish

2011 · 464 citations

Hyper-Heuristics: An Emerging Direction In Modern Search Technology

0 · 406 citations

Rulers Of The World, Unite! The Challenges And Opportunities Of Artificial Intelligence

2020 · 341 citations

The Robust Beauty Of Majority Rules In Group Decisions.

2005 · 326 citations

Linguistic Decision-Making Models

1992 · 273 citations

Abductive Inference

1994 · 269 citations

Active Inference, Curiosity And Insight

2017 · 235 citations

Bringing The Candidate Into Models Of Candidate Evaluation

1999 · 233 citations

A Theory Of Criterion Setting With An Application To Sequential Dependencies.

1984 · 230 citations

Similarity And The Development Of Rules.

1998 · 229 citations

Evaluating XAI: A Comparison Of Rule-Based And Example-Based Explanations

2021 · 214 citations

Optimizing Group Judgmental Accuracy In The Presence Of Interdependencies

1984 · 211 citations

Transmission Of Information Concerning Concepts Through Positive And Negative Instances.

1953 · 209 citations

Conservation Acquisition: A Problem Of Learning To Attend To Relevant Attributes

1969 · 209 citations

A Survey Of Contrastive And Counterfactual Explanation Generation Methods For Explainable Artificial Intelligence

2021 · 206 citations

Using ELO Ratings For Match Result Prediction In Association Football

2010 · 194 citations