Automated Feature Engineering

Automated feature engineering improves upon the traditional approach to feature engineering by automatically extracting useful and meaningful features from a set of related data tables with a framework that can be applied to any problem.

Papers

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Showing 1–25 of 46 papers

Title	Date	Tasks	Status	Hype	Score
Layered TPOT: Speeding up Tree-based Pipeline Optimization	Jan 18, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3	5
Benchmarking Automatic Machine Learning Frameworks	Aug 17, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3	5
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers	Mar 18, 2025	Automated Feature EngineeringFeature Engineering	CodeCode Available	2	5
Supervised Video Summarization via Multiple Feature Sets with Parallel Attention	Apr 23, 2021	Automated Feature Engineeringimage-classification	CodeCode Available	1	5
Feature Programming for Multivariate Time Series Prediction	Jun 9, 2023	Automated Feature EngineeringFeature Engineering	CodeCode Available	1	5
Cardea: An Open Automated Machine Learning Framework for Electronic Health Records	Oct 1, 2020	Automated Feature EngineeringAutoML	CodeCode Available	1	5
Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering	May 5, 2023	Automated Feature EngineeringAutoML	CodeCode Available	1	5
Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning	Jun 12, 2024	Automated Feature EngineeringFeature Engineering	CodeCode Available	1	5
DIFER: Differentiable Automated Feature Engineering	Oct 17, 2020	Automated Feature EngineeringBIG-bench Machine Learning	CodeCode Available	1	5
fseval: A Benchmarking Framework for Feature Selection and Feature Ranking Algorithms	Nov 23, 2022	Automated Feature EngineeringBenchmarking	CodeCode Available	1	5
AdaptoML-UX: An Adaptive User-centered GUI-based AutoML Toolkit for Non-AI Experts and HCI Researchers	Oct 22, 2024	Automated Feature EngineeringAutoML	CodeCode Available	0	5
AutoLearn - Automated Feature Generation and Selection	Nov 17, 2017	Automated Feature EngineeringFeature Engineering	CodeCode Available	0	5
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning	Dec 23, 2020	Automated Feature EngineeringBIG-bench Machine Learning	CodeCode Available	0	5
Catch: Collaborative Feature Set Search for Automated Feature Engineering	Apr 30, 2023	Automated Feature EngineeringDecision Making	CodeCode Available	0	5
Deep Feature Synthesis: Towards Automating Data Science Endeavors	Jan 1, 2015	Automated Feature Engineering	CodeCode Available	0	5
Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science	Mar 20, 2016	Automated Feature EngineeringAutoML	CodeCode Available	0	5
ExploreKit: Automatic Feature Generation and Selection	Jan 1, 2016	Automated Feature EngineeringBIG-bench Machine Learning	CodeCode Available	0	5
Feature Interaction Aware Automated Data Representation Transformation	Sep 29, 2023	Automated Feature EngineeringDecision Making	CodeCode Available	0	5
IIFE: Interaction Information Based Automated Feature Engineering	Sep 7, 2024	Automated Feature EngineeringFeature Engineering	CodeCode Available	0	5
Lifting Interpretability-Performance Trade-off via Automated Feature Engineering	Feb 11, 2020	Automated Feature EngineeringFeature Engineering	CodeCode Available	0	5
Solving the "false positives" problem in fraud prediction	Oct 20, 2017	Automated Feature EngineeringFeature Engineering	CodeCode Available	0	5
The autofeat Python Library for Automated Feature Engineering and Selection	Jan 22, 2019	Automated Feature EngineeringFeature Engineering	CodeCode Available	0	5
Towards automated feature engineering for credit card fraud detection using multi-perspective HMMs	Sep 3, 2019	Automated Feature EngineeringFeature Engineering	CodeCode Available	0	5
Federated Automated Feature Engineering	Dec 5, 2024	Automated Feature EngineeringFeature Engineering	—Unverified	0	0
Dynamic and Adaptive Feature Generation with LLM	Jun 4, 2024	Automated Feature EngineeringFeature Engineering	—Unverified	0	0

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