Feature extraction and machine learning for evaluation of image- or video-type, media-rich coursework

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United States of America Patent

PATENT NO 9792553
SERIAL NO

14461310

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Abstract

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Conventional techniques for automatically evaluating and grading assignments are generally ill-suited to evaluation of coursework submitted in media-rich form. For courses whose subject includes programming, signal processing or other functionally expressed designs that operate on, or are used to produce media content, conventional techniques are also ill-suited. It has been discovered that media-rich, indeed even expressive, content can be accommodated as, or as derivatives of, coursework submissions using feature extraction and machine learning techniques. Accordingly, in on-line course offerings, even large numbers of students and student submissions may be accommodated in a scalable and uniform grading or scoring scheme. Instructors or curriculum designers may adaptively refine assignments or testing based on classifier feedback. Using developed techniques, it is possible to administer courses and automatically grade submitted work that takes the form of media encodings of artistic expression, computer programming and even signal processing to be applied to media content.

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Patent Owner(s)

Patent OwnerAddress
KADENZE INC26968 PEBBLE BEACH DRIVE VALENCIA CA 91381

International Classification(s)

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  • 2014 Application Filing Year
  • G06N Class
  • 1974 Applications Filed
  • 1226 Patents Issued To-Date
  • 62.11 % Issued To-Date
Click to zoom InYear of Issuance% of Matters IssuedCumulative IssuancesYearly Issuances201420152016201720182019202020212022202320240255075100

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Cook, Perry Raymond Jacksonville, US 13 63
Heep, Eric Christopher Val Verde, US 3 28
Hochenbaum, Jordan Valencia, US 4 64
Honigman, Colin Bennett Los Angeles, US 2 16
Kapur, Ajay Valencia, US 30 1047
Vallis, Owen Skipper Valencia, US 3 28
Wagner, Chad A Pasadena, US 3 28

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  • 1 Citation Count
  • G06N Class
  • 14.11 % this patent is cited more than
  • 8 Age
Citation count rangeNumber of patents cited in rangeNumber of patents cited in various citation count ranges239524114112201 - 1011 - 2021 - 3031 - 4041 - 5051 - 6061 - 7071 - 8005101520253035404550556065707580859095100

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