Visualisation of Heterogeneous Data with the Generalised Generative Topographic Mapping

Michel F. Randrianandrasana; Shahzad Mumtaz; Ian T. Nabney

Research.Publish.Connect.

*Please fill out at least one Field. *Value must be an number!

Title:
ISBN:
Year:
Acronym:
Subject:

Advanced Search Proceedings Search

If you're looking for an exact phrase use quotation marks on text fields.

*Please fill out at least one Field.

Title:
Author:
Affiliation:
Subject:

Advanced Search Papers Search

If you're looking for an exact phrase use quotation marks on text fields.

*Please fill out at least one Field.

Name:
Affiliation:
Country:
Conference:
Subject:

Advanced Search Authors Search

If you're looking for an exact phrase use quotation marks on text fields.

*Please fill out at least one Field.

Name:
Country:
Subject:

Advanced Search Affiliations Search

If you're looking for an exact phrase use quotation marks on text fields.

Proceedings

Proceedings Search *Please fill out at least one Field. *Value must be an number!

Title:
ISBN:
Year:
Acronym:
Subject:

Advanced Search Proceedings Search

If you're looking for an exact phrase use quotation marks on text fields.

Papers

Papers Search *Please fill out at least one Field.

Title:
Author:
Affiliation:
Subject:

Advanced Search Papers Search

If you're looking for an exact phrase use quotation marks on text fields.

Authors

Authors Search *Please fill out at least one Field.

Name:
Affiliation:
Country:
Conference:
Subject:

Advanced Search Authors Search

If you're looking for an exact phrase use quotation marks on text fields.

Advanced Search

Paper

Visualisation of Heterogeneous Data with the Generalised Generative Topographic Mapping

Topics: Large Data Visualization; Visualization Algorithms and Technologies

In Proceedings of the 6th International Conference on Information Visualization Theory and Applications - Volume 0VISIGRAPP, 233-238, 2015 , Berlin, Germany

Authors: Michel F. Randrianandrasana ; Shahzad Mumtaz and Ian T. Nabney

Affiliation: Aston University, United Kingdom

Keyword(s): Data Visualisation, GTM, LTM, Heterogeneous and Missing Data.

Related Ontology Subjects/Areas/Topics: Computer Vision, Visualization and Computer Graphics ; General Data Visualization ; Large Data Visualization ; Visualization Algorithms and Technologies

Abstract: Heterogeneous and incomplete datasets are common in many real-world visualisation applications. The probabilistic nature of the Generative Topographic Mapping (GTM), which was originally developed for complete continuous data, can be extended to model heterogeneous (i.e. containing both continuous and discrete values) and missing data. This paper describes and assesses the resulting model on both synthetic and real-world heterogeneous data with missing values.

CC BY-NC-ND 4.0

Guest: Register as new SciTePress user now for free.

SciTePress user: please login.

My Papers

You are not signed in, therefore limits apply to your IP address 18.220.81.106

In the current month:

Recent papers: 100 available of 100 total

2⁺ years older papers: 200 available of 200 total

Paper citation in several formats:

F. Randrianandrasana, M.; Mumtaz, S. and T. Nabney, I. (2015). Visualisation of Heterogeneous Data with the Generalised Generative Topographic Mapping. In Proceedings of the 6th International Conference on Information Visualization Theory and Applications (VISIGRAPP 2015) - IVAPP; ISBN 978-989-758-088-8; ISSN 2184-4321, SciTePress, pages 233-238. DOI: 10.5220/0005305002330238

@conference{ivapp15,
author={Michel {F. Randrianandrasana}. and Shahzad Mumtaz. and Ian {T. Nabney}.},
title={Visualisation of Heterogeneous Data with the Generalised Generative Topographic Mapping},
booktitle={Proceedings of the 6th International Conference on Information Visualization Theory and Applications (VISIGRAPP 2015) - IVAPP},
year={2015},
pages={233-238},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005305002330238},
isbn={978-989-758-088-8},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Information Visualization Theory and Applications (VISIGRAPP 2015) - IVAPP
TI - Visualisation of Heterogeneous Data with the Generalised Generative Topographic Mapping
SN - 978-989-758-088-8
IS - 2184-4321
AU - F. Randrianandrasana, M.
AU - Mumtaz, S.
AU - T. Nabney, I.
PY - 2015
SP - 233
EP - 238
DO - 10.5220/0005305002330238
PB - SciTePress