A generalised linear model framework for β-variational autoencoders based on exponential dispersion families

被引：0
|
作者：
Sicks, Robert [1 ]
Korn, Ralf [2 ]
Schwaar, Stefanie [1 ]
机构：
[1] Department of Financial Mathematics, Fraunhofer ITWM, Kaiserslautern, Germany
[2] Department of Financial Mathematics, TU Kaiserslautern, Kaiserslautern, Germany
来源：
Journal of Machine Learning Research | 2021年 / 22卷
关键词：
D O I：
暂无
中图分类号：
学科分类号：
摘要：
44
引用
收藏
相关论文
共 50 条
  • [1] A Generalised Linear Model Framework for β-Variational Autoencoders based on Exponential Dispersion Families
    Sicks, Robert
    Korn, Ralf
    Schwaar, Stefanie
    JOURNAL OF MACHINE LEARNING RESEARCH, 2021, 22
  • [2] KingFisher: an Industrial Security Framework based on Variational Autoencoders
    Bernieri, Giuseppe
    Conti, Mauro
    Turrin, Federico
    SENSYS-ML'19: PROCEEDINGS OF THE FIRST WORKSHOP ON MACHINE LEARNING ON EDGE IN SENSOR SYSTEMS, 2019, : 7 - 12
  • [3] VAEGAN: A Collaborative Filtering Framework based on Adversarial Variational Autoencoders
    Yu, Xianwen
    Zhang, Xiaoning
    Cao, Yang
    Xia, Min
    PROCEEDINGS OF THE TWENTY-EIGHTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2019, : 4206 - 4212
  • [4] A VARIANCE MODELING FRAMEWORK BASED ON VARIATIONAL AUTOENCODERS FOR SPEECH ENHANCEMENT
    Leglaive, Simon
    Girin, Laurent
    Horaud, Radu
    2018 IEEE 28TH INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2018,
  • [5] An optimized method for variational autoencoders based on Gaussian cloud model
    Dai, Jin
    Guo, Qiuyan
    Wang, Guoyin
    Liu, Xiao
    Zheng, Zhifang
    INFORMATION SCIENCES, 2023, 645
  • [6] An unsupervised structural health monitoring framework based on Variational Autoencoders and Hidden Markov Models
    Coraca, Eduardo M.
    Ferreira, Janito, V
    Nobrega, Euripedes G. O.
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2023, 231
  • [7] A process monitoring and fault isolation framework based on variational autoencoders and branch and bound method
    Tang, Peng
    Peng, Kaixiang
    Jiao, Ruihua
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2022, 359 (02): : 1667 - 1691
  • [8] Linear growth curve analysis based on exponential dispersion models
    Jorgensen, B
    Labouriau, R
    LundbyeChristensen, S
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1996, 58 (03): : 573 - 592
  • [9] Designing accelerated life tests for generalised exponential distribution with log-linear model
    Ahmad N.
    International Journal of Reliability and Safety, 2010, 4 (2-3) : 238 - 264
  • [10] Language-Model-Based Paired Variational Autoencoders for Robotic Language Learning
    Ozdemir, Ozan
    Kerzel, Matthias
    Weber, Cornelius
    Hee Lee, Jae
    Wermter, Stefan
    IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2023, 15 (04) : 1812 - 1824
12345