Next Article in Journal
Small Order Patterns in Big Time Series: A Practical Guide
Next Article in Special Issue
Multivariate Pointwise Information-Driven Data Sampling and Visualization
Previous Article in Journal
An Improved Multi-Source Data Fusion Method Based on the Belief Entropy and Divergence Measure
Previous Article in Special Issue
Gaze Information Channel in Cognitive Comprehension of Poster Reading
Open AccessArticle

Visual Analysis of Research Paper Collections Using Normalized Relative Compression

ViRVIG Group, Universitat Politècnica de Catalunya, 08034 Barcelona, Spain
Entropy 2019, 21(6), 612; https://doi.org/10.3390/e21060612
Received: 10 May 2019 / Revised: 15 June 2019 / Accepted: 19 June 2019 / Published: 21 June 2019
(This article belongs to the Special Issue Information Theory Application in Visualization)
The analysis of research paper collections is an interesting topic that can give insights on whether a research area is stalled in the same problems, or there is a great amount of novelty every year. Previous research has addressed similar tasks by the analysis of keywords or reference lists, with different degrees of human intervention. In this paper, we demonstrate how, with the use of Normalized Relative Compression, together with a set of automated data-processing tasks, we can successfully visually compare research articles and document collections. We also achieve very similar results with Normalized Conditional Compression that can be applied with a regular compressor. With our approach, we can group papers of different disciplines, analyze how a conference evolves throughout the different editions, or how the profile of a researcher changes through the time. We provide a set of tests that validate our technique, and show that it behaves better for these tasks than other techniques previously proposed. View Full-Text
Keywords: visualization; compression; similarity; text visualization; compression; similarity; text
Show Figures

Figure 1

MDPI and ACS Style

Vázquez, P.-P. Visual Analysis of Research Paper Collections Using Normalized Relative Compression. Entropy 2019, 21, 612.

Show more citation formats Show less citations formats
Note that from the first issue of 2016, MDPI journals use article numbers instead of page numbers. See further details here.

Article Access Map by Country/Region

1
Search more from Scilit
 
Search
Back to TopTop