Automated data processing and feature engineering for deep learning and big data applications: a survey

18 March 2024

Papers citing "Automated data processing and feature engineering for deep learning and big data applications: a survey"

24 / 24 papers shown

Title
CleanSurvival: Automated data preprocessing for time-to-event models using reinforcement learning Yousef Koka David Selby Gerrit Großmann Sebastian Vollmer AI4TS 74 0 0 06 Feb 2025
Towards Data-Centric AI: A Comprehensive Survey of Traditional, Reinforcement, and Generative Approaches for Tabular Data Transformation Dongjie Wang Yanyong Huang Wangyang Ying Haoyue Bai Nanxu Gong ... Meng Xiao Pengfei Wang P. Wang Hui Xiong Yanjie Fu LMTD 40 5 0 17 Jan 2025
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 42 3 0 11 Nov 2024
Large Language Models Engineer Too Many Simple Features For Tabular Data Jaris Küken Lennart Purucker Frank Hutter 53 2 0 23 Oct 2024
Unsupervised Generative Feature Transformation via Graph Contrastive Pre-training and Multi-objective Fine-tuning Wangyang Ying Dongjie Wang Xuanming Hu Yuanchun Zhou Charu C. Aggarwal Yanjie Fu 35 9 0 27 May 2024
ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT S. Ubani S. Polat Rodney D. Nielsen 84 51 0 27 Apr 2023
Context-Aware Transformer for 3D Point Cloud Automatic Annotation Xiaoyan Qian Chang Liu Xiaojuan Qi Siew-Chong Tan E. Lam Ngai Wong 3DPC ViT 38 6 0 27 Mar 2023
VideoFusion: Decomposed Diffusion Models for High-Quality Video Generation Zhengxiong Luo Dayou Chen Yingya Zhang Yan Huang Liangsheng Wang Yujun Shen Deli Zhao Jinren Zhou Tien-Ping Tan DiffM VGen 132 215 0 15 Mar 2023
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 186 1,098 0 10 Sep 2022
Multistep Automated Data Labelling Procedure (MADLaP) for Thyroid Nodules on Ultrasound: An Artificial Intelligence Approach for Automating Image Annotation Jikai Zhang Maciej Mazurowski B. Allen B. Wildman-Tobriner 21 6 0 28 Jun 2022
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis Yichong Leng Zehua Chen Junliang Guo Haohe Liu Jiawei Chen ... Lei He Xiang-Yang Li Tao Qin Sheng Zhao Tie-Yan Liu DiffM 48 58 0 30 May 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 168 324 0 03 Mar 2022
Missing Data Infill with Automunge Nicholas J. Teague 16 3 0 19 Feb 2022
An AutoML-based Approach to Multimodal Image Sentiment Analysis Vasco Lopes António Gaspar Luís A. Alexandre João Paulo Cordeiro 44 20 0 16 Feb 2021
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation Aparna Elangovan Jiayuan He Karin Verspoor TDI FedML 156 89 0 03 Feb 2021
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks Hieu H. Pham Quoc V. Le 55 56 0 05 Jan 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 267 1,798 0 14 Dec 2020
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 84 576 0 13 Mar 2020
SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks Qitao Shi Ya-Lin Zhang Longfei Li Xinxing Yang Meng Li Jun Zhou 23 29 0 05 Mar 2020
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI Dakuo Wang Justin D. Weisz Michael J. Muller Parikshit Ram Werner Geyer Casey Dugan Y. Tausczik Horst Samulowitz Alexander G. Gray 156 312 0 05 Sep 2019
ICLabel: An automated electroencephalographic independent component classifier, dataset, and website L. Pion-Tonachini Ken Kreutz-Delgado S. Makeig 14 1,267 0 22 Jan 2019
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 111 462 0 09 Jun 2018
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 124 7,284 0 05 Jun 2015
Brain tumor MRI image classification with feature selection and extraction using linear discriminant analysis V.P.Gladis Dr.S.Palani 30 134 0 10 Aug 2012