Article: Visual Data Analysis

Special Software Transforms Data into Graphics You Can
Easily Access, Analyze and Manipulate



Visualization without data access, data management, data analysis and interaction is nothing more than a pretty picture.


THE PROBLEM
Decisions have to be made based on data that are voluminous, complex and coming at a very rapid rate. The raw numbers, in records or tables, are overwhelming.

That's why many engineers and researchers are turning to Visual Data Analysis (VDA) software, such as PV-WAVE® from Visual Numerics, to better analyze their data. These tools combine state-of-the-art graphics, data access, data management and analytical techniques into a highly interactive environment that can interpret large amounts of data quickly.

THE SOLUTION
VDA integrates several components of technical computing in a few simple steps:

  • The first is importing the data from acquisition equipment as data files, in industry standard comma-separated values, spreadsheet output options or custom file formats.
  • The VDA software then manages the acquired data in internal data structures or links to commercial database management systems (DBMSs).
  • Analysis tools -- including descriptive statistics, signal processing and image analysis -- are often included with VDA software.
  • Two-dimensional and three-dimensional graphing, image display, real-time interaction tools, animation, window management and other visualization tools are built into the VDA software.
  • High levels of interaction are critical when technical analysts are sifting through data haystacks for discovery needles. VDA transforms the data into discovery.

Process vs. Pictures
Most analysts in the scientific and technical disciplines collect and store data in their own homegrown formats, propagating the lack of data management standards. In commercial markets, transaction or event-based data are often stored in commercial DBMSs with a common data access and filtering path such as structured query language (SQL).

Once data are acquired or simulated, they must be imported into analysis and visualization software. Data import is often the most time-consuming process because the analysts or the technical support team must build interfaces for siphoning raw data into the analysis and visualization package. Lacking easy-to-use data-import tools, the analyst has had to act as a locksmith, developing special "keys" for each data format that allow the data to be read into the VDA system.

RETURN ON INVESTMENT
Most data-analysis packages provide tools for this data cleansing that eliminate or interpolate over erroneous values. Once cleansed, data have been read into the data-exploration software, and analysts can navigate through several exploration operations to look for information.

Simulated data usually come from compute-intensive applications such as materials testing or CFD. Acquired data may come from a sampling device, a satellite or other sources from which data come either at regular time intervals or as event-driven records.

When a meaningful discovery has been made, staff can store the subset data, the visuals or both and prepare a hard copy of results. The key success factors for these and other data-intensive applications are integration and interaction.

Visualization without data access, data management, data analysis and interaction is nothing more than a pretty picture.

WORLD CLASS PRODUCTS, SERVICES, AND SUPPORT
Visual Numerics has provided technical software solutions for numerical analysis and visualization for over 30 years. The company's software products help users understand complex data from a variety of sources and build business-critical applications. Visual Numerics offers two product lines: the IMSL® Numerical Libraries for powerful mathematical and statistical analysis and the PV-WAVE® visual data analysis development environment. Visual Numerics also offers customized consulting services for applications that involve mathematical, statistical, or visual data analysis to meet today’s business analytical needs.

The IMSL Numerical Libraries ­ which include the IMSL C Library, IMSL Fortran Library and JMSL™ Library for Java™ applications ­ are the industry standard for numerical analysis. They deliver developers with the breadth and depth of core algorithms allowing for the rapid development of any application. Whether developing applications in C, Fortran, or Java, or on UNIX, Windows or Linux, the robust IMSL Libraries provide the reliable foundation and the building blocks developers need.

The PV-WAVE family of products ­ which includes PV-WAVE, TS-WAVE, and JWAVE ­ delivers engineers with the development tools to efficiently and accurately meet their data analysis needs. PV-WAVE solutions allow users to rapidly import, manipulate, analyze and visualize data. The PV-WAVE family also includes robust time series analysis software as well as the ability to share analysis results across the enterprise with a Java-based solution. And, unlike other products, PV-WAVE Advantage includes a sophisticated set of analysis routines based on the industry-standard IMSL Libraries.

In addition, Visual Numerics Consulting Services combine technical expertise, decades of hands-on experience and a combination of powerful products to create the highest quality solutions possible for your visual data analysis needs.

Visual Numerics unique combination of products and services rapidly enhance ROI by delivering the highest efficiency, greatest accuracy and maximum performance.



Industry
Research & Development

Application
Benefits of Visual Data Analysis Software

Product
PV-WAVE



Visual Data Analysis (VDA) allows users to analyze, explore and present data visually. Going beyond simply displaying images, VDA products provide insight into trends that otherwise would be hidden in rows and columns of numbers. Understanding data is accomplished quickly and easily.


Key Benefits

> Ability to interpret large amounts of data quickly
> Highly interactive environment
> State-of-the-art graphics
> Data access and management
> Advanced analytical techniques
   
   
   
 
   
 
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