1. in terms of mathematics,
   • new transformations
2. in terms of software,
   • new methods:
     • interpolation
     • extrapolation
     • and layering of multi-dimensional data
3. in terms of application,
   • the software shows complete independence of interpretation:
     • financial time series can relate shares or indices
     • image data can describe any screenshot
     • x/y/z co-ordinates can describe any kind of protein data
     • multi-dimensional data can be produced by mathematical functions describing any theoretical or practical measurements
4. in terms of scale,
   • the software shows complete independence of length and time periods:
     • share prices can be forecast over short and long time intervals
     • image data can relate to screenshots of any size and any resolution
     • protein data can be of any complexity
5. in terms of meaning or interpretation,
   • a new topology is thus on offer:
     • numerical quantities can be presented on screen such that they can be interpreted in new ways because of the 'valued added visualization'
     • the software is the precursor for metrical data to be re-evaluated through programming further '3D measures'
     • modelling and simulating can be approached in new ways by my latest '3D concepts'.

Above, 'Visual Data Intelligence' shows original data in yellow and 'transformed data' in turquoise.

To the left, 'Visual Data Intelligence' layers 10 sine waves.

Below, 'Visual Data Intelligence' shows the original data in yellow and the 'extrapolated data' in blue.

Imagination is more important than knowledge...    Albert Einstein

The imagination necessary to develop my '3D concepts' for designing software,
required 'computer aided thinking',
using all sorts of software for combining analytical right brain with conceptual left brain thinking. 

The result are images which say more than 1000 words...

In terms of software design, this conceptual and functional thinking requires the integration of

• dynamic coding which can be expressed through UML (Universal Modelling Language)

• and static data bases which can be expressed through SQL (Standard Query Language).

Revisiting Image Data with 'Visual Data Intelligence'

Revisiting Protein Data with 'Visual Data Intelligence'