Online learning with universal model and predictor classes

被引：0
|
作者：
Poland, Jan [1 ]
机构：
[1] Hokkaido Univ, Grad Sch Informat Sci & Technol, Sapporo, Hokkaido 060, Japan
来源：
2006 IEEE INFORMATION THEORY WORKSHOP | 2006年
关键词：
D O I：
10.1109/ITW.2006.1633819
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
We review and relate some classical and recent results from the theory of online learning based on discrete classes of models or predictors. Among these frameworks, Bayesian methods, MDL, and prediction (or action) with expert advice are studied. We will discuss ways to work with universal base classes corresponding to sets of all programs on some fixed universal Turing machine, resulting in universal induction schemes.
引用
收藏
页码：237 / 241
页数：5
相关论文
共 50 条
  • [31] Distance learning: Moving toward online geoscience classes in Georgia
    Core, PJW
    COMPUTERS & GEOSCIENCES, 1998, 24 (07) : 707 - 712
  • [32] International Graduate Students' Challenges and Learning Experiences in Online Classes
    Karkar-Esperat, Tala Michelle
    JOURNAL OF INTERNATIONAL STUDENTS, 2018, 8 (04) : 1722 - 1735
  • [33] Online Ensemble Learning of Data Streams with Gradually Evolved Classes
    Sun, Yu
    Tang, Ke
    Minku, Leandro L.
    Wang, Shuo
    Yao, Xin
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2016, 28 (06) : 1532 - 1545
  • [34] "Speed-Dating" as a Learning Method in Online Synchronous Classes
    Esqueda-Merino, Donovan
    Mondragon, Diego
    Calvillo-Corona, Luis A.
    Aldana-Perez, Cesar A.
    Chong-Quero, Jesus E.
    SMART AND SUSTAINABLE COLLABORATIVE NETWORKS 4.0 (PRO-VE 2021), 2021, 629 : 674 - 682
  • [35] The perspective of students on the quality of online classes in blended learning courses
    Guzzo, Guilherme Brambatti
    Bittencourt Netto de Souza, Carla Simone
    REVISTA EDUCACAO POR ESCRITO, 2012, 3 (02): : 30 - 41
  • [36] UNIVERSAL CLASSES OF ALGEBRAS
    KOGALOVSKY, SR
    DOKLADY AKADEMII NAUK SSSR, 1958, 122 (05): : 759 - 761
  • [37] UNIVERSAL CLASSES OF MODELS
    KOGALOVSKII, SR
    DOKLADY AKADEMII NAUK SSSR, 1959, 124 (02): : 260 - 263
  • [38] A UNIVERSAL TRAJECTORY TRACKING CONTROLLER FOR MOBILE ROBOTS VIA MODEL-FREE ONLINE REINFORCEMENT LEARNING
    Fahimi, Farbod
    Praneeth, Susheel
    CONTROL AND INTELLIGENT SYSTEMS, 2015, 43 (01) : 56 - 64
  • [39] Ensuring Access to Online Learning for All Students Through Universal Design for Learning
    Flanagan, Sara
    Morgan, Joseph John
    TEACHING EXCEPTIONAL CHILDREN, 2021, 53 (06) : 459 - 462
  • [40] Universal Online Learning with Gradient Variations: A Multi-layer Online Ensemble Approach
    Yan, Yu-Hu
    Zhao, Peng
    Zhou, Zhi-Hua
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
12345