FLASH: Fast Bayesian Optimization for Data Analytic Pipelines

FLASH: Fast Bayesian Optimization for Data Analytic Pipelines

20 February 2016

Jimeng Sun

Papers citing "FLASH: Fast Bayesian Optimization for Data Analytic Pipelines"

8 / 8 papers shown

Title
Grammar-based evolutionary approach for automated workflow composition with domain-specific operators and ensemble diversity Rafael Barbudo Aurora Ramírez José Raúl Romero 23 0 0 03 Feb 2024
Clairvoyance: A Pipeline Toolkit for Medical Time Series Daniel Jarrett Jinsung Yoon Ioana Bica Zhaozhi Qian A. Ercole M. Schaar AI4TS 34 35 0 28 Oct 2023
Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI) Alexander E. Siemenn Zekun Ren Qianxiao Li Tonio Buonassisi 51 23 0 26 Aug 2022
Hyperboost: Hyperparameter Optimization by Gradient Boosting surrogate models Jeroen van Hoof Joaquin Vanschoren BDL 38 9 0 06 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 30 16 0 23 Dec 2020
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning Matthias Feurer Katharina Eggensperger Stefan Falkner Marius Lindauer Frank Hutter 40 266 0 08 Jul 2020
Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelines Aritra Chowdhury M. Magdon-Ismail B. Yener 35 0 0 21 Feb 2019
OBOE: Collaborative Filtering for AutoML Model Selection Chengrun Yang Yuji Akimoto Dae Won Kim Madeleine Udell 21 100 0 09 Aug 2018