System and process for automatically explaining probabilistic predictions

Number of patents in Portfolio can not be more than 2000

United States of America Patent

PATENT NO 7389288
APP PUB NO 20050091245A1
SERIAL NO

10990698

Stats

ATTORNEY / AGENT: (SPONSORED)

Importance

Loading Importance Indicators... loading....

Abstract

See full text

The system and method of the present invention automatically assigns 'scores' to the predictor/variable value pairs of a conventional probabilistic model to measure the relative impact or influence of particular elements of a set of topics, items, products, etc. in making specific predictions using the probabilistic model. In particular, these scores measure the relative impact, either positive or negative, that the value of each individual predictor variable has on the posterior distribution of the target topic, item, product, etc., for which a probability is being determined. These scores are useful for understanding why each prediction is made, and how much impact each predictor has on the prediction. Consequently, such scores are useful for explaining why a particular prediction or recommendation was made.

Loading the Abstract Image... loading....

First Claim

See full text

Family

Loading Family data... loading....

Patent Owner(s)

Patent OwnerAddress
MICROSOFT TECHNOLOGY LICENSING LLCONE MICROSOFT WAY REDMOND WA 98052

International Classification(s)

  • [Classification Symbol]
  • [Patents Count]

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Chickering, David Bellevue, WA 1 7
Heckerman, David Bellevue, WA 25 669
Rounthwaite, Robert Fall City, WA 12 800

Cited Art Landscape

Load Citation

Patent Citation Ranking

Forward Cite Landscape

Load Citation