Visualizing technological inventions using text mining

栏目: IT技术 · 发布时间: 4年前

内容简介:This post describes how to use text mining to visualize technological inventions.The basis for visualizing technological inventionsis to visualize the invention’s functions. Functions are sentences that follow this format: Action-Object (SAO). The action i

This post describes how to use text mining to visualize technological inventions.

The basis for visualizing technological inventionsis to visualize the invention’s functions. Functions are sentences that follow this format: Action-Object (SAO). The action is a verb and describes what the technology does. The object describes to what this action is applied to, i. e. to what the technology does what it does.

Examples for Action-Object-structures of Artificial Intelligence:

  • analyze audio files
  • monitor activities
  • improve image

A great way to visualize these Action-Object-structures is a network graph. This network graph shows which actions apply to which objects.

The network graph for Artificial intelligence below shows

Visualizing technological inventions using text mining
Action-Object-structures for artificial intelligence

Those Action-Object-structures were generated with Researchly, the app I am working on. You can check it outhere.

Visualize technological strengths, properties, and components of technological inventions using a Technology Radar

Another way to visualize functions is a Technology Radar. A Technology Radar visualizes the technology’s strength in each function. The wider out the points in the radar, the better the technology can accomplish that function.

The technology radar for watches below shows that a watch is great at “setting the time” but less so at “producing optical signals”.

Visualizing technological inventions using text mining
Technology Radar for electronic watches

Asides from functions, a Technology Radar can also be used to visualize an invention’s properties and components.

The Technology Radars below show the properties and components for footwear.

Visualizing technological inventions using text mining
Technology Radar showing footwear properties
Visualizing technological inventions using text mining
Technology Radar showing footwear components

These Technology Radars were also generated with Researchly. You can use the Technology Radar for freehere.

Visualize trends within technological inventions

The technology radar only shows the current state of the technological invention. If the temporal dimension is added, one can identify trends within a technological invention.

A common way to visualize this is a “Portfolio Map” with two axes:

  • Absolute size : the amount of activity for one function (based on patents, scientific papers, news articles, etc.)
  • Rate of increase : how the activity for the function has changed in the last two years

Based on these two axes, the functions can be split into emerging, core, declining and established functions. The image below shows such a Portfolio Map for Artificial Intelligence.

Visualizing technological inventions using text mining
A portfolio map for artificial intelligence

Visualize relationships between technological inventions

Finally, the last way to visualize technological inventions is to depict the relationships between them. The graph below shows the relationships between Virtual Reality and inventions that Virtual Reality needs.

Visualizing technological inventions using text mining
Relationships between Virtual Reality and realted technological inventions

Again, go toResearchly if you want to see these relationships for other inventions.

At Researchly we are building tools that help companies do such analysis. If you want to try them yourself (they are free), head over toResearchly

Photo by https://undraw.co/


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