DeepAI AI Chat
Log In Sign Up

Context Aware Recommendation for Data Visualization

03/06/2022
by   Dulani Meedeniya, et al.
0

Visualization plays a major role in data mining process to convey the findings properly to the users. It is important to select the most appropriate visualization method for a given data set with the right context. Often the data scientists and analysts have to work with data that come from unknown domains; the lack of domain knowledge is a prime reason for incorporating either inappropriate or not optimal visualization techniques. Domain experts can easily recommend commonly used best visualization types for a given data set in that domain. However, availability of a domain expert in every data analysis project cannot be guaranteed. This paper proposes an automated system for suggesting the most suitable visualization method for a given dataset using state of the art recommendation process. Our system is capable of identifying and matching the context of the data to a range of chart types used in mainstream data analytics. This will enable the data scientists to make visualization decisions with limited domain knowledge.

READ FULL TEXT

page 4

page 5

03/06/2022

Semi-automated recommendation platform for data visualization: Roopana

Information visualization is the final process of any data analytics pro...
08/05/2019

Sabrina: Modeling and Visualization of Economy Data with Incremental Domain Knowledge

Investment planning requires knowledge of the financial landscape on a l...
02/09/2012

A framework: Cluster detection and multidimensional visualization of automated data mining using intelligent agents

Data Mining techniques plays a vital role like extraction of required kn...
01/29/2021

Facilitating Knowledge Sharing from Domain Experts to Data Scientists for Building NLP Models

Data scientists face a steep learning curve in understanding a new domai...
03/02/2022

Interactive Visualization of Protein RINs using NetworKit in the Cloud

Network analysis has been applied in diverse application domains. In thi...
03/11/2021

Data Mining and Visualization to Understand Accident-prone Areas

In this study, we present both data mining and information visualization...
09/29/2022

Improving Understanding of Biocide Availability in Facades through Immersive Analytics

The durability of facades is heavily affected by multiple factors like m...