AU2021106860A4 - An informational display personalised content feed system - Google Patents

An informational display personalised content feed system Download PDF

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AU2021106860A4
AU2021106860A4 AU2021106860A AU2021106860A AU2021106860A4 AU 2021106860 A4 AU2021106860 A4 AU 2021106860A4 AU 2021106860 A AU2021106860 A AU 2021106860A AU 2021106860 A AU2021106860 A AU 2021106860A AU 2021106860 A4 AU2021106860 A4 AU 2021106860A4
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content
electronic device
feed
content item
displayed
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Peter Bieri
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/903—Querying
    • G06F16/9035—Filtering based on additional data, e.g. user or group profiles
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/95—Retrieval from the web
    • G06F16/958—Organisation or management of web site content, e.g. publishing, maintaining pages or automatic linking
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201—Market modelling; Market analysis; Collecting market data
    • G06Q30/0202—Market predictions or forecasting for commercial activities
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241—Advertisements
    • G06Q30/0251—Targeted advertisements
    • G06Q30/0269—Targeted advertisements based on user profile or attribute
    • G06Q30/0271—Personalized advertisement
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0282—Rating or review of business operators or products
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00—Network arrangements or protocols for supporting network services or applications
    • H04L67/2866—Architectures; Arrangements
    • H04L67/30—Profiles
    • H04L67/306—User profiles
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/16—Sound input; Sound output
    • G06F3/167—Audio in a user interface, e.g. using voice commands for navigating, audio feedback
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0241—Advertisements
    • G06Q30/0251—Targeted advertisements

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Physics & Mathematics (AREA)
  • Accounting & Taxation (AREA)
  • Development Economics (AREA)
  • General Physics & Mathematics (AREA)
  • Finance (AREA)
  • Strategic Management (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Data Mining & Analysis (AREA)
  • Economics (AREA)
  • Marketing (AREA)
  • Game Theory and Decision Science (AREA)
  • General Business, Economics & Management (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Computational Linguistics (AREA)
  • Multimedia (AREA)
  • Health & Medical Sciences (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • General Health & Medical Sciences (AREA)
  • Human Computer Interaction (AREA)
  • User Interface Of Digital Computer (AREA)

Abstract

An informational display personalised content feed system comprises an electronic device comprising a digital display displaying digital information thereon, a content feed displayed by the digital display, the content feed displaying content items selected by the system in accordance with user interest categorisations of a user profile associated with the electronic device, wherein the electronic device is configured for receiving a single user input and ascertaining a content item selection according to a current display position of a respective content item in the content feed; and the system is configured for ascertaining at least one user interest categorisation from the content item selection; and update the user interest categorisations according to the at least one user interest categorisation. 12 3/3 Create user profile Create user interest categorisations Receive feed request Select content items V Feed content items Receive content item selection Send content item selection content 3 Update the user interest categorisations Send user interest categorisations 3 Receive programmatic content items Feed programmatic content items Figure 3

Description

3/3
Create user profile
Create user interest categorisations
Receive feed request
Select content items V
Feed content items
Receive content item selection
Send content item selection content 3
Update the user interest categorisations
Send user interest categorisations 3
Receive programmatic content items
Feed programmatic content items
Figure 3
An informational display personalised content feed system
Field of the Invention
[0001] This invention relates generally to a system for displaying a personalised content feed of selected content items in association with digital information displayed by an electronic device.
Summary of the Disclosure
[0002] There is disclosed herein a system for displaying a personalised content feed of content items in association with digital information displayed by an electronic device.
[0003] Specifically, the system comprises the electronic device comprising a digital display displaying digital information thereon. Furthermore, content feed is displayed on the digital display. The content feed displays content item selected by the system in accordance with user interest categorisations of a user profile associated with electronic device.
[0004] In embodiments, content feed may comprise a continually scrolling feed of content items.
[0005] The electronic device is configured for receiving a single user input and ascertaining a content item selection according to a current display position of a respective content item in the content feed.
[0006] The system is configured for ascertaining at least one user interest categorisation from the content item selection and updating the user interest categorisations according to the at least one user interest categorisation so that the content items increasingly become tailored to the user's preferences.
[0007] The ability of the system to receive content item selections by way of a single user input allows the electronic device to be used without keyboard and/or mouse input devices and therefore has a applicability for background executing content feed applications of mobile communication devices, vehicular heads up displays (wherein, for example, the user may make content selections using a button on the steering wheel), digital televisions (wherein, for example, the user may make content selections using buttons of the television or a remote control thereof) and the like.
[0008] In embodiments, the system performs speech recognition to allow the system
to distinguish which content item selection to make from a plurality of display content
item selections in accordance with a spoken cue.
[0009] The system may be in operable communication with a programmatic content
server which selects additional programmatic content items which may be displayed
by the electronic device either in the digital information or in the feed itself.
[0010] Other aspects of the invention are also disclosed.
Brief Description of the Drawings
[0011] Notwithstanding any other forms which may fall within the scope of the present
invention, preferred embodiments of the disclosure will now be described, by way of
example only, with reference to the accompanying drawings in which:
[0012] Figure 1 shows an informational display personalised content feed system in
accordance with an embodiment;
[0013] Figure 2 shows an exemplary electronic device of the system of Figure 1 in
accordance with an embodiment; and
[0014] Figure 3 shows exemplary processing by the system of Figure 1 in accordance
with an embodiment.
Description of Embodiments
[0015] An informational display personalised content feed system 100 comprises an
electronic device 101. The electronic device 101 comprises a processor 102 for
processing digital data. In operable communication with the processor 102 by a
system bus 103 is a memory device 104. The memory device 104 is configured for
storing digital data including computer program code instructions. In use, the
processor 102 fetches these computer program code instructions and associated data
from the memory device 104 for interpretation and execution of the computational
functionality described herein.
[0016]The computer program code instructions may be logically divided into a
plurality of computer program code instruction controllers 105. The data 106 may
comprise one or more software applications 107, 108 installed and executed by the
processor 102.
[0017] The electronic device comprises a digital display device 109 which displays
digital information 110 thereon. The electronic device 101 further displays a content
feed 111 comprising a plurality of content items 112.
[0018] The controllers 105 may comprise a display controller 112 which controls the
display of digital information 110 and/or content feed 111 on the digital display 109
and the user interface controller 113 which may handle user input.
[0019] The electronic device 110 may take various forms. In one form, the electronic
device 100 may take the form of a mobile communication device. In another form, the
electronic device 100 may take the form of a digital television. In a yet further form,
the electronic device 100 may take the form of a vehicle heads-up display system.
[0020] The electronic device 101 may comprise a data interface 116 for being in
operable communication with a content feed server 114 across a communication
network 115, such as the Internet. The content feed server 114 similarly comprises a
processor 102 and memory device 104 in operable communication via system bus
103. Similarly, the memory 104 may comprise data 106 and controllers 105.
[0021] The data 106 may comprise content items 112 which may be obtained from a
plurality of content servers 117. The data 106 may further comprise user interest
categorisations 118 stored in relation to respective user profiles 119.
[0022] The controllers 105 may comprise a content feed controller 120 which feeds
the content items 112 to the electronic device 101 in accordance with the user interest
categorisations 118 selected in respect of a user profile 114 associated with the
electronic device 101. The controllers 105 may further comprise a personalisation
controller 124 which updates the user interest categorisations 118 in accordance with
user interaction with the display content items 112.
[0023] The content feed server 114 and/or the electronic device 101 may be further
in operable communication with a programmatic content server 121 across a communication network 115. The programmatic content server 121 may store data
122 comprising programmatic content items 123. As will be described in further detail
below, the electronic device 101 may additionally display programmatic content items
123 which are selected from the programmatic content server 121 in accordance with
the user interest categorisations 118 of the user profile 119 associated with the
electronic device 101.
[0024] Figure 2 shows an embodiment of the electronic device 101 when taking the
form of a mobile communication device. As is shown, the electronic device 101
comprises the digital display 109 displaying the digital information 110 thereon.
Furthermore, the digital display 109 displays the content feed 111. In the embodiment
shown, the content feed 111 may be displayed as an overlay, either in front of the
digital information 110 (including with transparent background) or adjacent thereto in
the manner shown in Figure 2. The content feed 111 may be controlled by the
application 110 (which may execute in the background) whereas the digital
information 110 may be displayed by other applications 108 executing on the
electronic device 101.
[0025] In embodiments, selection of a content item 112 may cause the display of
content item selection content 125. As alluded to above, whereas Figure 2 shows the
electronic device 101 taking the form of a mobile communication device, the
electronic device 101 may take other forms including the aforedescribed digital
television, vehicle heads up display and the like.
[0026] Figure 3 shows exemplary processing 126 by the system 100. The processing
126 may comprise the creation of a user profile 119 at step 127. In embodiments, the
user may download and install the application 107 on the electronic device 109 and
then, during the initial setup, allow the application 107 to communicate with the
content feed server 114 for the creation of a user profile 119.
[0027]The processing 100 may comprise configuration of initial user interest
categorisations 128. These categorisations may be default categorisations or
personalised in accordance with user input, such as from a list of available categorisations. For example, user may specify that the user is interested in sports, and, in particular, men's surfing.
[0028] At step 129, the system 100 receives a feed request. For example, when using
the electronic device 101, the application 107 executing thereon may request the
content feed 111 from the content feed server 114.
[0029] At step 130, the content feed controller 120 selects content items 121 in
accordance with the user interest categorisations 118. As alluded to above, the
content feed server 114 may be in operable communication with a plurality of content
servers 117, such as news content servers. As such, the content feed controller 121
may retrieve content items from the content servers 117 applicable to the user interest
categorisations 118. For example, the content feed controller 120 may request
content items 112 from the content server 117 relating to sport and preferably in
relation to men's surfing.
[0030]At step 131, the content feed server 114 feeds the content items to the
electronic device 101 which displays the feed 111 with the selected content items 112
therein. As is shown in Figure 2, the feed 111 may locate across the lower portion of
the digital display 109 and the content items 112 may scroll thereacross.
[0031]At step 132, the electronic device 109 may receive a content item 112
selection. Specifically, the electronic device 101 is configured for receiving a single
user input and ascertaining the content item selection according to a current display
position of a respective content item 112 within the content feed 111.
[0032] At step 133, the electronic device 101 sends the content item selection to the
content feed server 104 wherein the content feed controller 120 thereof ascertains at
least one user interest categorisation from the content item selection. For example,
each content item 112 may have associated meta data specifying one or more
categorisations. For example, for a content item 112 relating to a men's surfing
championship, the metadata associated therewith may comprise categorisations
relating to sport, surfing and men's surfing. As such, when receiving the content item
selection of the content item 112 relation to men's surfing, the content feed controller
121 may update the user interest categorisations 118 of the user's user profile 119
with these categorisations.
[0033] In embodiments, each user interest categorisation 118 comprises a weighting
for each category wherein the weighting is adjusted with each content item selection
categorisation. As alluded to above, the user interest categorisations 118 may be
hierarchical in nature wherein, when updating a weighting of a subcategory, the
weighting of the parent category may be updated also.
[0034] As such, as the user makes content item selections, the user interest
categorisations 118 of the associated user profile 119 continuously update to tailor
the content items 112 fed in the content feed 111.
[0035] The digital display 109 may comprise a haptic overlay configured for receiving
user input gestures in relation to the digital information 110 displayed thereon. As
such, in one embodiment, the electronic device is configured for ascertaining the
current content item selection from a haptic user input in relation to the current display
position of the respective content item 112. For example, the user may simply tap one
of the content items 112 while it is currently being displayed within the content feed
111. As alluded to above, selection of a content item 112 may cause content item
selection content 125 to be displayed by the electronic device at step 133. In other
words, the user may be more information into a news article or the like.
[0036] The haptic overlay configured for receiving user input gestures is suitable
wherein the electronic device 101 takes the form of a mobile communication device.
[0037] However, in other embodiments, the electronic device 101 may comprise
pushbutton and wherein the electronic device 101 is configured for ascertaining the
content item selection by the operation of the pushbutton in relation to the current
display position of the respective content item 112.
[0038] For example, the digital display 109 may be a vehicular heads-up display and
wherein the pushbutton is located on a steering wheel of the vehicle.
[0039] Alternatively, the digital display 109 may be a digital television and the
pushbutton may be located on the television or a remote control thereof.
[0040] As such, when viewing the content item 112 of interest, the user may push the
pushbutton to make a selection to view the content item selection content 125.
[0041] In further embodiments, the electronic device 101 may comprise a microphone
input and wherein the electronic device 101 is configured for ascertaining the current
content item selection by receiving spoken audio cue contemporaneously in relation
to the current display position of the respective content item. For example, when
viewing a content item 112 interest, the user may simply speak the words "yes" or
"show me more information" to make the content item selection.
[0042] In embodiments, the controllers 105 of the electronic device 101 comprises
speech-to-text controller and wherein the electronic device 101 is configured for
ascertaining the content item selection by matching speech converted in the cue to
text associated with the respective content item. Speech recognition may allow the
user to make a selection from a plurality of content items 112 currently displayed
within the feed 111. For example, when the feed 112 comprises two content items
112, one relating to tennis and the other to surfing, the user may state "show me the
item about surfing" to allow the system 100 to distinguish which content item selection
to make.
[0043] As alluded to above, the content feed server 114 and or the electronic device
101 may be further in operable communication with the programmatic content server
121 across a communication network 115.
[0044] As such, at step 135, the content feed server 114 or the electronic device 101
may send the user interest categorisations 118 to the programmatic content server
121. For example, the user interest categorisations 118 may comprise user interest
categorisations relating to surfing and, more particularly to men's surfing.
[0045] As such, the programmatic content server 121 selects programmatic content
items 123 from the data 122 thereof according to the received user interest
categorisations. For example, the programmatic content items 123 may have
associated meta data relating to user interest categorisations to allow the
programmatic content server 121 to make selections therefrom by matching against
the received user interest categorisations 118.
[0046] At step 136, the programmatic content server 121 sends the selected
programmatic content items 123 to the content feed server 114 or the electronic
device 101 which are then respectively fed to the electronic device 101 or displayed
by the electronic device 101 at step 137.
[0047]The selected programmatic content items 123 may be displayed as content
items 112 within the field 111 four may be displayed as another overlaywith respect
to the digital information 110 displayed by the digital display 109.
[0048]The foregoing description, for purposes of explanation, used specific
nomenclature to provide a thorough understanding of the invention. However, it will
be apparent to one skilled in the art that specific details are not required in order to
practise the invention. Thus, the foregoing descriptions of specific embodiments of
the invention are presented for purposes of illustration and description. They are not
intended to be exhaustive or to limit the invention to the precise forms disclosed as
obviously many modifications and variations are possible in view of the above
teachings. The embodiments were chosen and described in order to best explain the
principles of the invention and its practical applications, thereby enabling others
skilled in the art to best utilize the invention and various embodiments with various
modifications as are suited to the particular use contemplated. It is intended that the
following claims and their equivalents define the scope of the invention.
[0049] The term "approximately" or similar as used herein should be construed as
being within 10% of the value stated unless otherwise indicated.

Claims (19)

  1. Claims 1. An informational display personalised content feed system comprising:
    an electronic device comprising a digital display displaying digital information
    thereon,
    a content feed displayed by the digital display, the content feed displaying
    content items selected by the system in accordance with user interest categorisations
    of a user profile associated with the electronic device,
    wherein the electronic device is configured for receiving a single user input
    and ascertaining a content item selection according to a current display position of a
    respective content item in the content feed; and
    the system is configured for ascertaining at least one user interest
    categorisation from the content item selection; and
    update the user interest categorisations according to the at least one user
    interest categorisation.
  2. 2. The system as claimed in claim 1, wherein the content feed is displayed as a
    continuously scrolling feed of the content items.
  3. 3. The system as claimed in claim 1, wherein the electronic device comprises a
    haptic overlay configured for receiving user input gestures in relation to the digital
    information displayed thereon and wherein the electronic device is configured for
    ascertaining the content item selection from a haptic user input in relation to the
    current display position of the respective content item.
  4. 4. The system as claimed in claim 1, wherein the electronic device comprises a
    pushbutton and wherein the electronic device is configured for ascertaining the
    content item selection by the operation of the pushbutton in relation to the current
    display position of the respective content item.
  5. 5. The system as claimed in claim 4, wherein the digital display is a vehicular
    heads-up display and wherein the pushbutton is located on a steering wheel thereof.
  6. 6. The system as claimed in claim 4, wherein the electronic device is a digital
    television and wherein the pushbutton is located on a steering wheel thereof.
  7. 7. The system as claimed in claim 1, wherein the electronic device comprises a
    microphone input and wherein the electronic device is configured for ascertaining the
    content item selection by receiving a spoken audio cue contemporaneously in relation
    to the current display position of the respective content item.
  8. 8. The system as claimed in claim 7, wherein the electronic device comprises a
    speech-to-text controller and wherein the electronic device is configured for
    ascertaining the content item selection by matching speech converted from the cue to
    text associated with the respective content item.
  9. 9. The system as claimed in claim 7, wherein the text is text displayed in the
    content feed with the respective content item.
  10. 10. The system as claimed in claim 7, wherein the text is meta data associated
    with the respective content item.
  11. 11. The system as claimed in claim 1, wherein the content feed is displayed as an
    overlay of the digital information.
  12. 12. The system as claimed in claim 11, wherein the overlay is displayed over the
    digital information.
  13. 13. The system as claimed in claim 12, wherein the overlay comprises a
    transparent background.
  14. 14. The system as claimed in claim 11, wherein the overlay is displayed adjacent
    the digital information.
  15. 15. The system as claimed in claim 1, wherein the electronic device executes a
    plurality of applications displaying the displaying digital information on the digital
    display and wherein the content feed is displayed as an overlay of the digital
    information displayed by the plurality of applications.
  16. 16. The system as claimed in claim 15, wherein the electronic device executes a
    background executing content display application configured for displaying the
    content feed.
  17. 17. The system as claimed in claim 1, wherein the electronic device is in operable
    communication with a content item server across a communication network and
    wherein at least one of the electronic device and the content item server are further in
    operable communication with a programmatic content server across the
    communication network and wherein the electronic device further displays
    programmatic content items received from the programmatic content server.
  18. 18. The system as claimed in claim 17, wherein the programmatic content server
    selects the programmatic content items according to the user interest categorisations.
  19. 19. The system as claimed in claim 17, wherein the programmatic content items
    are displayed in the content feed.
AU2021106860A 2021-06-02 2021-08-24 An informational display personalised content feed system Active AU2021106860A4 (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
AU2021901641 2021-06-02
AU2021901641A AU2021901641A0 (en) 2021-06-02 An informational display personalised content feed system

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Publication Number Publication Date
AU2021106860A4 true AU2021106860A4 (en) 2021-11-18

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WO (1) WO2022254381A1 (en)

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8122031B1 (en) * 2009-06-11 2012-02-21 Google Inc. User label and user category based content classification
US20180032997A1 (en) * 2012-10-09 2018-02-01 George A. Gordon System, method, and computer program product for determining whether to prompt an action by a platform in connection with a mobile device
US10776103B2 (en) * 2011-12-19 2020-09-15 Majen Tech, LLC System, method, and computer program product for coordination among multiple devices
US10091324B2 (en) * 2012-08-01 2018-10-02 The Meet Group, Inc. Content feed for facilitating topic discovery in social networking environments
US10038968B2 (en) * 2013-07-17 2018-07-31 PlaceIQ, Inc. Branching mobile-device to system-namespace identifier mappings
US10592914B2 (en) * 2015-03-24 2020-03-17 PlaceIQ, Inc. Device-dwell graphs

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