Online machine learning

Machine Learning in Non-Stationary Environments: Introduction to Covariate Shift Adaptation

Masashi Sugiyama, Motoaki Kawanabe

Citations: 268 • 2012

Incremental online sparsification for model learning in real-time robot control

Duy Nguyen-Tuong, Jan Peters

Citations: 73 • 2011

AWAC: Accelerating Online Reinforcement Learning with Offline Datasets

Ashvin Nair, Abhishek Gupta, Murtaza Dalal, Sergey Levine

Citations: 71 • 2020

Learning Inverse Dynamics: A Comparison

Duy Nguyen-Tuong, Jan Peters, Matthias Seeger, Bernhard Schölkopf

Citations: 65 • 2008

Self-supervised learning method for unstructured road detection using Fuzzy Support Vector Machines

Shengyan Zhou, Karl Iagnemma

Citations: 51 • 2010

Body schema acquisition through active learning

Rubén Martínez-Cantín, Manuel Lopes, Luis Montesano

Citations: 46 • 2010

Optimizing extreme learning machines via ridge regression and batch intrinsic plasticity

Klaus Neumann, Jochen J. Steil

Citations: 45 • 2012

Interactive online learning for obstacle classification on a mobile robot

Viktor Losing, Barbara Hammer, Heiko Wersing

Citations: 43 • 2015

Simultaneous adversarial multi-robot learning

Michael Bowling, Manuela Veloso

Citations: 39 • 2003

Real-Time Local GP Model Learning

Duy Nguyen-Tuong, Matthias Seeger, Jan Peters

Citations: 37 • 2009

Machine Learning Techniques and Implementation of Different ML Algorithms

Soni Singh, K. R. Ramkumar, Ashima Kukkar

Citations: 31 • 2021

Sparse online model learning for robot control with support vector regression

Duy Nguyen-Tuong, Bernhard Schölkopf, Jan Peters

Citations: 29 • 2009

Stream-based Active Learning for efficient and adaptive classification of 3D objects

Alexander Narr, Rudolph Triebel, Daniel Cremers

Citations: 25 • 2016

Local Online Support Vector Regression for Learning Control

Younggeun Choi, Shin-Young Cheong, Nicolas Schweighofer

Citations: 24 • 2007

Self-taught learning

Andrew Y. Ng, Rajat Raina

Citations: 22 • 2009

Policy search for learning robot control using sparse data

Bastian Bischoff, Duy Nguyen-Tuong, Herke van Hoof, Andrew McHutchon, Carl Edward Rasmussen, Alois Knoll, Jan Peters, Mark Deisenroth

Citations: 20 • 2014

Incremental Sparsification for Real-time Online Model Learning

Duy Nguyen-Tuong, Jan Peters

Citations: 16 • 2010

Accuracy-Based Learning Classifier Systems for Multistep Reinforcement Learning: A Fuzzy Logic Approach to Handling Continuous Inputs and Learning Continuous Actions

Gang Chen, Colin I. J. Douch

Citations: 13 • 2016

Smart Forgetting for Safe Online Learning with Gaussian Processes

Jonas Umlauft, Thomas Beckers, Alexandre Capone, Armin Lederer, Sandra Hirche

Citations: 11 • 2020

Extrapolation-Based Prediction-Correction Methods for Time-varying Convex Optimization

Nicola Bastianello, Ruggero Carli, Andrea Simonetto

Citations: 11 • 2023