Probabilistic visualisation of high-dimensional binary data

被引：0
|
作者：
Tipping, ME [1 ]
机构：
[1] Microsoft Res, Cambridge CB2 3NH, England
来源：
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 11 | 1999年 / 11卷
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We present a probabilistic latent-variable framework for data visualisation, a key feature of which is its applicability to binary and categorical data types for which few established methods exist. A variational approximation to the likelihood is exploited to derive a fast algorithm for determining the model parameters. Illustrations of application to real and synthetic binary data sets art given.
引用
收藏
页码：592 / 598
页数：7
相关论文
共 50 条
  • [1] High-dimensional data analysis and visualisation
    Chen, Cathy W. S.
    Lombardo, Rosaria
    Ripamonti, Enrico
    COMPUTATIONAL STATISTICS, 2024, 39 (01) : 1 - 2
  • [2] High-dimensional data analysis and visualisation
    Cathy W. S. Chen
    Rosaria Lombardo
    Enrico Ripamonti
    Computational Statistics, 2024, 39 : 1 - 2
  • [3] High-dimensional data visualisation: The textile plot
    Kumasaka, Natsuhiko
    Shibata, Ritei
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2008, 52 (07) : 3616 - 3644
  • [4] High-dimensional data visualisation with the grand tour
    Laa, Ursula
    24TH INTERNATIONAL CONFERENCE ON COMPUTING IN HIGH ENERGY AND NUCLEAR PHYSICS (CHEP 2019), 2020, 245
  • [5] Probabilistic classifiers with high-dimensional data
    Kim, Kyung In
    Simon, Richard
    BIOSTATISTICS, 2011, 12 (03) : 399 - 412
  • [6] Visualisation and dimension reduction of high-dimensional data for damage detection
    Worden, K
    Manson, G
    IMAC - PROCEEDINGS OF THE 17TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS I AND II, 1999, 3727 : 1576 - 1585
  • [7] Visualisation of High-Dimensional Data Using an Ensemble of Neural Networks
    Gianniotis, Nikolaos
    Riggelsen, Carsten
    PROCEEDINGS OF THE 2013 IEEE SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND ENSEMBLE LEARNING (CIEL), 2013, : 17 - 24
  • [8] Visualization of high-dimensional data on the probabilistic principal surface
    Chang, KY
    Ghosh, J
    PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2: INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT IN THE GLOBAL ECONOMY, 2005, : 1315 - 1319
  • [9] Model based clustering of high-dimensional binary data
    Tang, Yang
    Browne, Ryan P.
    Mc Nicholas, Paul D.
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2015, 87 : 84 - 101
  • [10] EFFICIENT BINARY CODES FOR EXTREMELY HIGH-DIMENSIONAL DATA
    Lin, Tsung-Yu
    Liu, Tyng-Luh
    2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 2212 - 2216
12345