Combining Interactive Visualization and Statistics to Detect Patterns in Environmental Data

نویسندگان

  • Jean-Yves Hervé
  • Qing Liu
  • Matthew Nicholson
  • Liliana González
  • Thomas Mather
چکیده

One of the biggest challenges statisticians face when working with non-statisticians on applied problems is to be able to effectively communicate the statistical results. In this paper we discuss the use of interactive visualization as a tool to present the relationship between a binary response and a set of explanatory variables. The visualization system we present allows users to "manipulate" directly, dynamically, and interactively their data set. At a first level, this allows to integrate visualization with a classical statistical analysis by providing interactive 3D views of the data set. Beyond its potential use as a straightforward visualization tool, this new system opens up interesting possibilities for exploring data visually, by its better exploitation of the human visual system. The paper presents an example of exploring visual relationships between environmental variables and the presence/absence of Lyme disease in Rhode Island.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Interactive Visualization of Spatial and Temporal Patterns of Diversity and Abundance in Ecological Data

Analysis of spatial and temporal patterns of diversity and abundance in ecological data has been an important focus in ecology. Nevertheless, ecological data such as multi-species data sets are often difficult to analyze because species are usually unevenly represented and multiple environmental covariates may describe their distributions. Although typical univariate, bivariate, and multivariat...

متن کامل

Identification of Fraud in Banking Data and Financial Institutions Using Classification Algorithms

In recent years, due to the expansion of financial institutions,as well as the popularity of the World Wide Weband e-commerce, a significant increase in the volume offinancial transactions observed. In addition to the increasein turnover, a huge increase in the number of fraud by user’sabnormality is resulting in billions of dollars in lossesover the world. T...

متن کامل

Identification of Fraud in Banking Data and Financial Institutions Using Classification Algorithms

In recent years, due to the expansion of financial institutions,as well as the popularity of the World Wide Weband e-commerce, a significant increase in the volume offinancial transactions observed. In addition to the increasein turnover, a huge increase in the number of fraud by user’sabnormality is resulting in billions of dollars in lossesover the world. T...

متن کامل

Combining pattern recognition and deep-learning-based algorithms to automatically detect commercial quadcopters using audio signals (Research Article)

Commercial quadcopters with many private, commercial, and public sector applications are a rapidly advancing technology. Currently, there is no guarantee to facilitate the safe operation of these devices in the community. Three different automatic commercial quadcopters identification methods are presented in this paper. Among these three techniques, two are based on deep neural networks in whi...

متن کامل

Enhancing Interactive Visual Data Analysis by Statistical Functionality

Both information visualization and statistics analyse high dimensional data, but these sciences provide different ways to explore datasets. While techniques of the former field provide graphics so that the user can visually detect patterns of interest, statistical algorithms apply the capabilities of computers to produce numerical reports from the data. Based on this observation a combination o...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2006