IP Library Granted Patent US 9,294,813
Granted Patent B2
US 9,294,813 · App. 14/307,152 · Granted Mar 22, 2016

Probabilistic methods and apparatus to determine the state of a media device

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Quick Facts
Patent No.
US 9,294,813
App. No.
14/307,152
Granted
Mar 22, 2016
Kind
B2
Abstract

Probabilistic methods and apparatus to determine the state of a media device are described. An example method includes generating, based on a first output signal from a first sensor, a first parameter value representative of a first property of a media device; generating, based on a second output signal from a second sensor, a second parameter value representative of a second property of the media device; calculating a first state probability that the media device is presenting media provided by a first source based on a first conditional probability associated with the first parameter value and a second conditional probability associated with the second parameter value; calculating a second state probability that the media device is presenting media provided by a second source different than the first source based on a third conditional probability associated with the first parameter value and a fourth conditional probability associated with the second parameter value; and generating a state identifier by comparing the first state probability and the second state probability.

Claims (37)

1. A method, comprising:

generating, based on a first output signal from a first sensor, a first parameter value representative of a first property of a media device;

generating, based on a second output signal from a second sensor, a second parameter value representative of a second property of the media device;

calculating a first state probability that the media device is presenting media provided by a first source based on a first conditional probability associated with the first parameter value and a second conditional probability associated with the second parameter value;

calculating a second state probability that the media device is presenting media provided by a second source different than the first source based on a third conditional probability associated with the first parameter value and a fourth conditional probability associated with the second parameter value; and

generating a state identifier by comparing the first state probability and the second state probability.

2. A method as defined in claim 1 , wherein generating the state identifier comprising selecting the greater of the first state probability or the second state probability.

3. A method as defined in claim 1 , wherein the first sensor is an audio sensor and the second sensor is a light sensor.

4. A method as defined in claim 1 , wherein the first conditional probability associated with the first parameter value is calculated during a training session occurring prior to generation of the first output signal.

5. A method as defined in claim 4 , wherein the training session includes recording a first set of first parameter values and calculating a probability distribution of the first parameter values in the first set.

6. A method as defined in claim 1 , wherein the first source comprises a set-top box and the second source comprises a gaming system.

7. A method as defined in claim 1 , further comprising sending the state identifier to a metering entity.

8. An apparatus, comprising:

a parameter generator to:

generate, based on a first output signal from a first sensor, a first parameter value representative of a first property of a media device; and

generate, based on a second output signal from a second sensor, a second parameter value representative of a second property of the media device; and

a classifier to:

calculate a first state probability that the media device is presenting media provided by a first source based on a first conditional probability associated with the first parameter value and a second conditional probability associated with the second parameter value;

calculate a second state probability that the media device is presenting media provided by a second source different than the first source based on a third conditional probability associated with the first parameter value and a fourth conditional probability associated with the second parameter value; and

generate a state identifier by comparing the first state probability and the second state probability.

9. An apparatus as defined in claim 8 , wherein the classifier is to generate the state identifier by selecting the greater of the first state probability or the second state probability.

10. An apparatus as defined in claim 8 , wherein the first sensor is an audio sensor and the second sensor is a light sensor.

11. An apparatus as defined in claim 8 , wherein the first conditional probability associated with the first parameter value is calculated during a training session occurring prior to generation of the first output signal.

12. An apparatus as defined in claim 11 , wherein the training session includes recording a first set of first parameter values and calculating a probability distribution of the first parameter values in the first set.

13. An apparatus as defined in claim 8 , wherein the first source comprises a set-top box and the second source comprises a gaming system.

14. An apparatus as defined in claim 8 , further comprising a communicator to send the state identifier to a metering entity.

15. A machine readable storage device or storage disc comprising instructions that, when executed, cause a machine to at least:

generate, based on a first output signal from a first sensor, a first parameter value representative of a first property of a media device;

generate, based on a second output signal from a second sensor, a second parameter value representative of a second property of the media device;

calculate a first state probability that the media device is presenting media provided by a first source based on a first conditional probability associated with the first parameter value and a second conditional probability associated with the second parameter value;

calculate a second state probability that the media device is presenting media provided by a second source different than the first source based on a third conditional probability associated with the first parameter value and a fourth conditional probability associated with the second parameter value; and

generate a state identifier by comparing the first state probability and the second state probability.

16. A machine readable storage device or storage disc as defined in claim 15 , wherein the instructions, when executed, cause the machine to generate the state identifier by selecting the greater of the first state probability or the second state probability.

17. A machine readable storage device or storage disc as defined in claim 15 , wherein the first sensor is an audio sensor and the second sensor is a light sensor.

18. A machine readable storage device or storage disc as defined in claim 15 , wherein the first conditional probability associated with the first parameter value is calculated during a training session occurring prior to generation of the first output signal.

19. A machine readable storage device or storage disc as defined in claim 18 , wherein the training session includes recording a first set of first parameter values and calculating a probability distribution of the first parameter values in the first set.

20. A machine readable storage device or storage disc as defined in claim 15 , wherein the first source comprises a set-top box and the second source comprises a gaming system.

Assignments (9)
RELEASE (REEL 054066 / FRAME 0064) Recorded May 11, 2023
From: CITIBANK, N.A.
To: A. C. NIELSEN COMPANY, LLC; EXELATE, INC.; GRACENOTE, INC.; GRACENOTE MEDIA SERVICES, LLC; THE NIELSEN COMPANY (US), LLC; NETRATINGS, LLC
Reel/Frame 063605/0001 →
RELEASE (REEL 053473 / FRAME 0001) Recorded May 11, 2023
From: CITIBANK, N.A.
To: A. C. NIELSEN COMPANY, LLC; EXELATE, INC.; GRACENOTE, INC.; GRACENOTE MEDIA SERVICES, LLC; THE NIELSEN COMPANY (US), LLC; NETRATINGS, LLC
Reel/Frame 063603/0001 →
SECURITY INTEREST Recorded May 8, 2023
From: GRACENOTE DIGITAL VENTURES, LLC; GRACENOTE MEDIA SERVICES, LLC; GRACENOTE, INC.; TNC (US) HOLDINGS, INC.; THE NIELSEN COMPANY (US), LLC
To: ARES CAPITAL CORPORATION
Reel/Frame 063574/0632 →
SECURITY INTEREST Recorded Apr 28, 2023
From: GRACENOTE DIGITAL VENTURES, LLC; GRACENOTE MEDIA SERVICES, LLC; GRACENOTE, INC.; TNC (US) HOLDINGS, INC.; THE NIELSEN COMPANY (US), LLC
To: CITIBANK, N.A.
Reel/Frame 063561/0381 →
SECURITY AGREEMENT Recorded Jan 31, 2023
From: GRACENOTE DIGITAL VENTURES, LLC; GRACENOTE MEDIA SERVICES, LLC; GRACENOTE, INC.; TNC (US) HOLDINGS, INC.; THE NIELSEN COMPANY (US), LLC
To: BANK OF AMERICA, N.A.
Reel/Frame 063560/0547 →
RELEASE (REEL 037172 / FRAME 0415) Recorded Oct 13, 2022
From: CITIBANK, N.A.
To: THE NIELSEN COMPANY (US), LLC
Reel/Frame 061750/0221 →
CORRECTIVE ASSIGNMENT TO CORRECT THE PATENTS LISTED ON SCHEDULE 1 RECORDED ON 6-9-2020 PREVIOUSLY RECORDED ON REEL 053473 FRAME 0001. ASSIGNOR(S) HEREBY CONFIRMS THE SUPPLEMENTAL IP SECURITY AGREEMENT. Recorded Oct 7, 2020
From: A.C. NIELSEN (ARGENTINA) S.A.; A.C. NIELSEN COMPANY, LLC; ACN HOLDINGS INC.; ACNIELSEN CORPORATION; ACNIELSEN ERATINGS.COM; AFFINNOVA, INC.; ART HOLDING, L.L.C.; ATHENIAN LEASING CORPORATION; CZT/ACN TRADEMARKS, L.L.C.; EXELATE, INC.; GRACENOTE, INC.; GRACENOTE DIGITAL VENTURES, LLC; GRACENOTE MEDIA SERVICES, LLC; NETRATINGS, LLC; NIELSEN AUDIO, INC.; NIELSEN CONSUMER INSIGHTS, INC.; NIELSEN CONSUMER NEUROSCIENCE, INC.; NIELSEN FINANCE CO.; NIELSEN FINANCE LLC; NIELSEN INTERNATIONAL HOLDINGS, INC.; NIELSEN MOBILE, LLC; NMR INVESTING I, INC.; TCG DIVESTITURE INC.; TNC (US) HOLDINGS, INC.; THE NIELSEN COMPANY (US), LLC; VIZU CORPORATION; VNU MARKETING INFORMATION, INC.; NMR LICENSING ASSOCIATES, L.P.; NIELSEN HOLDING AND FINANCE B.V.; THE NIELSEN COMPANY B.V.; VNU INTERNATIONAL B.V.
To: CITIBANK, N.A
Reel/Frame 054066/0064 →
SUPPLEMENTAL SECURITY AGREEMENT Recorded Jun 9, 2020
From: A. C. NIELSEN COMPANY, LLC; ACN HOLDINGS INC.; ACNIELSEN CORPORATION; ACNIELSEN ERATINGS.COM; AFFINNOVA, INC.; ART HOLDING, L.L.C.; ATHENIAN LEASING CORPORATION; CZT/ACN TRADEMARKS, L.L.C.; EXELATE, INC.; GRACENOTE, INC.; GRACENOTE DIGITAL VENTURES, LLC; GRACENOTE MEDIA SERVICES, LLC; NETRATINGS, LLC; NIELSEN AUDIO, INC.; NIELSEN CONSUMER INSIGHTS, INC.; NIELSEN CONSUMER NEUROSCIENCE, INC.; NIELSEN FINANCE CO.; NIELSEN FINANCE LLC; NIELSEN INTERNATIONAL HOLDINGS, INC.; NIELSEN MOBILE, LLC; NIELSEN UK FINANCE I, LLC; NMR INVESTING I, INC.; TCG DIVESTITURE INC.; TNC (US) HOLDINGS, INC.; THE NIELSEN COMPANY (US), LLC; VIZU CORPORATION; VNU MARKETING INFORMATION, INC.; NMR LICENSING ASSOCIATES, L.P.; NIELSEN HOLDING AND FINANCE B.V.; THE NIELSEN COMPANY B.V.; VNU INTERNATIONAL B.V.
To: CITIBANK, N.A.
Reel/Frame 053473/0001 →
SUPPLEMENTAL IP SECURITY AGREEMENT Recorded Nov 30, 2015
From: THE NIELSEN COMPANY ((US), LLC
To: CITIBANK, N.A., AS COLLATERAL AGENT FOR THE FIRST LIEN SECURED PARTIES
Reel/Frame 037172/0415 →