IP Library › Granted Patent US 12,681,621
Granted Patent B2
US 12,681,621 · App. 18/596,983 · Granted Jul 14, 2026

User interface based variable machine modeling

Inventors: Matthew Maclean (New York, NY); Benjamin Duffield (New York, NY); Mark Elliot (London, GB)
Assignee: Palantir Technologies Inc.
G06F3/0482G06F3/04817G06N20/00
View Patent ↗
Loading inventors, assignments & file history…
Monitor This Case
Get email alerts when status or documents change.
Order Certified Copies
Most orders are placed with the USPTO same day — all within 24 business hours.
Order via The Patent Place →
Pre-filled with this patent's details
Quick Facts
Patent No.
US 12,681,621
App. No.
18/596,983
Filed
Mar 6, 2024
Granted
Jul 14, 2026
Kind
B2
Examiner
VU, THANH T
Art Unit
2179
USPC
715/762
Abstract

In various example embodiments, a comparative modeling system is configured to receive selections of a data set, a transform scheme, and one or more machine-learning algorithms. In response to a selection of the one or more machine-learning algorithms, the comparative modeling system determines parameters within the one or more machine-learning algorithms. The comparative modeling system generates a plurality of models for the one or more machine-learning algorithms, determines comparison metric values for the plurality of models, and causes presentation of the comparison metric values for the plurality of models.

Claims (51)

1 . A method, comprising:

causing presentation of a graphical user interface having one or more selectable graphical interface elements representing a set of data sets and a set of model families, the set of data sets including a particular data set including a set of values, and the set of model families including a plurality of machine-learning algorithms;

receiving a selection of a machine-learning algorithm from the plurality of machine-learning algorithms through the graphical user interface; and

in response to the selection of the selected machine-learning algorithm from the plurality of machine-learning algorithms:

iteratively executing the selected machine-learning algorithm, by using a parameter of the selected machine-learning algorithm as an iteration variable to process the set of values of the particular data set and generate a plurality of machine-learning models;

determining one or more comparison metric values for data output by each machine-learning model of the plurality of machine-learning models; and

causing presentation of the one or more comparison metric values for the data output by the plurality of machine-learning models,

wherein at least a part of the method is performed by one or more processors.

2 . The method of claim 1 , further comprising determining a plurality of first parameters within the selected machine-learning algorithm as a plurality of first iteration variables.

3 . The method of claim 2 , wherein the selected machine-learning algorithm is a first machine-learning algorithm, wherein the method further comprises determining a plurality of second parameters within a second machine-learning algorithm of the plurality of machine-learning algorithms as a plurality of second iteration variables, wherein the second machine-learning algorithm is different from the first machine-learning algorithm.

4 . The method of claim 3 , further comprising determining a first iteration order for the plurality of first iteration variables.

5 . The method of claim 4 , further comprising determining a second iteration order for the plurality of second iteration variables.

6 . The method of claim 2 , wherein iteratively executing the selected machine-learning algorithm further comprises:

generating a first set of machine-learning models for the set of values, each machine-learning model of the first set of machine-learning models corresponding to a different first iteration value of each first parameter of the plurality of first parameters within the selected machine-learning algorithm.

7 . The method of claim 3 , further comprising:

generating a second set of machine-learning models for the set of values, each machine-learning model of the second set of machine-learning models corresponding to a different second iteration value of each second parameter of the plurality of second parameters within the second machine-learning algorithm.

8 . The method of claim 1 , wherein the presentation of the one or more comparison metric values further comprises a selectable user interface element configured to cause the presentation of a result of at least one of a first machine-learning model or a second machine-learning model of the plurality of machine-learning models, the result comprising at least one of the one or more comparison metric values.

9 . The method of claim 1 , wherein the set of model families comprises a predetermined set of model families, the method further comprising:

receiving an additional model family including another family identification and another set of code for an additional machine-learning algorithm for generating another model for the set of values;

incorporating the additional model family into the set of model families; and

generating a selectable graphical interface element for the additional model family within the one or more selectable graphical interface elements.

10 . A computer implemented system, comprising:

one or more memories having instructions stored thereon; and

one or more processors configured to execute the instructions and perform operations comprising:

causing presentation of a graphical user interface having one or more selectable graphical interface elements representing a set of data sets and a set of model families, the set of data sets including a particular data set including a set of values, and the set of model families including a plurality of machine-learning algorithms;

receiving a selection of a machine-learning algorithm from the plurality of machine-learning algorithms through the graphical user interface; and

in response to the selection of the selected machine-learning algorithm:

iteratively executing the selected machine-learning algorithm, by using a parameter of the selected machine-learning algorithm as an iteration variable to process the set of values of the particular data set and generate a plurality of machine-learning models;

determining one or more comparison metric values for data output by each machine-learning model of the plurality of machine-learning models; and

causing presentation of the one or more comparison metric values for the data output by the plurality of machine-learning models.

11 . The system of claim 10 , wherein the operations further comprise determining a plurality of first parameters within the selected machine-learning algorithm as a plurality of first iteration variables.

12 . The system of claim 11 , wherein the selected machine-learning algorithm is a first machine-learning algorithm, wherein the operations further comprise determining a plurality of second parameters within a second machine-learning algorithm of the plurality of machine-learning algorithms as a plurality of second iteration variables, and wherein the second machine-learning algorithm is different from the first machine-learning algorithm.

13 . The system of claim 12 , wherein the operations further comprise determining a first iteration order for the plurality of first iteration variables.

14 . The system of claim 13 , wherein the operations further comprise determining a second iteration order for the plurality of second iteration variables.

15 . The system of claim 11 , wherein iteratively executing the selected machine-learning algorithm further comprises:

generating a first set of machine-learning models for the set of values, each machine-learning model of the first set of machine-learning models corresponding to a different first iteration value of each first parameter of the plurality of first parameters within the selected machine-learning algorithm.

16 . The system of claim 12 , wherein the operations further comprise

generating a second set of machine-learning models for the set of values, each machine-learning model of the second set of machine-learning models corresponding to a different second iteration value of each second parameter of the plurality of second parameters within the second machine-learning algorithm.

17 . The system of claim 10 , wherein the presentation of the one or more comparison metric values further comprises a selectable user interface element configured to cause the presentation of a result of at least one of a first machine learning model or a second machine learning model, the result comprising at least one of the one or more comparison metric values.

18 . The system of claim 10 , wherein the set of model families comprises a predetermined set of model families, the operations further comprising:

receiving an additional model family including another family identification and another set of code for an additional machine-learning algorithm for generating another model for the set of values;

incorporating the additional model family into the set of model families; and

generating a selectable graphical interface element for the additional model family within the one or more selectable graphical interface elements.

19 . A non-transitory machine-readable storage device comprising instructions that, when executed by one or more processors of a machine, cause the machine to perform operations comprising:

causing presentation of a graphical user interface having one or more selectable graphical interface elements representing a set of data sets and a set of model families, the set of data sets including a particular data set including a set of values, and the set of model families including a plurality of machine-learning algorithms;

receiving a selection of a machine-learning algorithm from the plurality of machine-learning algorithms through the graphical user interface; and

in response to selection of the selected machine-learning algorithm:

iteratively executing the selected machine-learning algorithm, by using a parameter of the selected machine-learning algorithm as an iteration variable to process the set of values of the particular data set and generate a plurality of machine-learning models;

determining one or more comparison metric values for data output by each machine-learning model of the plurality of machine-learning models; and

causing presentation of the one or more comparison metric values for the data output by the plurality of machine-learning models.

20 . The non-transitory machine-readable storage device of claim 19 , wherein the presentation of the one or more comparison metric values further comprises a selectable user interface element configured to cause the presentation of a result of at least one of a first machine learning model or a second machine learning model, the result comprising at least one of the one or more comparison metric values.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 23, 2024
From: MACLEAN, MATTHEW; ELLIOT, MARK; DUFFIELD, BENJAMIN
To: PALANTIR TECHNOLOGIES INC.
Reel/Frame 068062/0107 →
Continuity (5)
Continuation 17162451 · Jan 29, 2021
Continuation 16660603 · Oct 22, 2019
Continuation 15655408 · Jul 20, 2017
Provisional Application 62400451 · Sep 27, 2016
Related Publication 20240211106A1 · Jun 27, 2024
References Cited (400)
US 5515488A · Hoppe et al. · 1996 [cited by applicant]
US 6324532B1 · Spence · 2001 [cited by examiner]
US 6430305B1 · Decker · 2002 [cited by applicant]
US 6820135B1 · Dingman et al. · 2004 [cited by applicant]
US 6978419B1 · Kantrowitz · 2005 [cited by applicant]
US 6980984B1 · Huffman et al. · 2005 [cited by applicant]
US 7168039B2 · Bertram · 2007 [cited by applicant]
US 7461077B1 · Greenwood et al. · 2008 [cited by applicant]
US 7617232B2 · Gabbert et al. · 2009 [cited by applicant]
US 7756843B1 · Palmer · 2010 [cited by applicant]
US 7899796B1 · Borthwick et al. · 2011 [cited by applicant]
US 7917376B2 · Bellin et al. · 2011 [cited by applicant]
US 7941321B2 · Greenstein et al. · 2011 [cited by applicant]
US 8036971B2 · Aymeloglu et al. · 2011 [cited by applicant]
US 8037046B2 · Udezue et al. · 2011 [cited by applicant]
US 8046283B2 · Burns et al. · 2011 [cited by applicant]
US 8054756B2 · Chand et al. · 2011 [cited by applicant]
US 8214490B1 · Vos et al. · 2012 [cited by applicant]
US 8229902B2 · Vishniac et al. · 2012 [cited by applicant]
US 8290838B1 · Thakur et al. · 2012 [cited by applicant]
US 8302855B2 · Ma et al. · 2012 [cited by applicant]
US 8386377B1 · Xiong et al. · 2013 [cited by applicant]
US 8473454B2 · Evanitsky et al. · 2013 [cited by applicant]
US 8484115B2 · Aymeloglu et al. · 2013 [cited by applicant]
US 8489641B1 · Seefeld et al. · 2013 [cited by applicant]
US 8577911B1 · Stepinski et al. · 2013 [cited by applicant]
US 8589273B2 · Creeden et al. · 2013 [cited by applicant]
US 8688573B1 · Rukonic et al. · 2014 [cited by applicant]
US 8744890B1 · Bernier et al. · 2014 [cited by applicant]
US 8775332B1 · Morris et al. · 2014 [cited by applicant]
US 8799799B1 · Cervelli et al. · 2014 [cited by applicant]
US 8806355B2 · Twiss et al. · 2014 [cited by applicant]
US 8812960B1 · Sun et al. · 2014 [cited by applicant]
US 8924388B2 · Elliot et al. · 2014 [cited by applicant]
US 8924389B2 · Elliot et al. · 2014 [cited by applicant]
US 8938686B1 · Erenrich et al. · 2015 [cited by applicant]
US 8949164B1 · Mohler · 2015 [cited by applicant]
US 9069842B2 · Melby · 2015 [cited by applicant]
US 9100428B1 · Visbal · 2015 [cited by applicant]
US 9111281B2 · Stibel et al. · 2015 [cited by applicant]
US 9129219B1 · Robertson et al. · 2015 [cited by applicant]
US 9256664B2 · Chakerian et al. · 2016 [cited by applicant]
US 9280618B1 · Bruce et al. · 2016 [cited by applicant]
US 9286373B2 · Elliot et al. · 2016 [cited by applicant]
US 9313166B1 · Zeng · 2016 [cited by applicant]
US 9335911B1 · Elliot et al. · 2016 [cited by applicant]
US 10552002B1 · Maclean et al. · 2020 [cited by applicant]
US 10942627B2 · Maclean et al. · 2021 [cited by applicant]
US 11954300B2 · Maclean et al. · 2024 [cited by applicant]
US 20020065708A1 · Senay et al. · 2002 [cited by applicant]
US 20020095360A1 · Joao · 2002 [cited by applicant]
US 20020095658A1 · Shulman et al. · 2002 [cited by applicant]
US 20020103705A1 · Brady · 2002 [cited by applicant]
US 20020147805A1 · Leshem et al. · 2002 [cited by applicant]
US 20030126102A1 · Borthwick · 2003 [cited by applicant]
US 20040034570A1 · Davis · 2004 [cited by applicant]
US 20040111480A1 · Yue · 2004 [cited by applicant]
US 20040153418A1 · Hanweck · 2004 [cited by applicant]
US 20040236688A1 · Bozeman · 2004 [cited by applicant]
US 20050010472A1 · Quatse et al. · 2005 [cited by applicant]
US 20050086207A1 · Heuer et al. · 2005 [cited by applicant]
US 20050154628A1 · Eckart et al. · 2005 [cited by applicant]
US 20050154769A1 · Eckart et al. · 2005 [cited by applicant]
US 20060026120A1 · Carolan et al. · 2006 [cited by applicant]
US 20060026170A1 · Kreitler et al. · 2006 [cited by applicant]
US 20060080283A1 · Shipman · 2006 [cited by applicant]
US 20060143034A1 · Rothermel et al. · 2006 [cited by applicant]
US 20060143076A1 · Carr et al. · 2006 [cited by applicant]
US 20060143079A1 · Basak et al. · 2006 [cited by applicant]
US 20070000999A1 · Kubo et al. · 2007 [cited by applicant]
US 20070011304A1 · Error · 2007 [cited by applicant]
US 20070038646A1 · Thota · 2007 [cited by applicant]
US 20070150801A1 · Chidlovskil et al. · 2007 [cited by applicant]
US 20070156673A1 · Maga et al. · 2007 [cited by applicant]
US 20070162454A1 · D' Albora et al. · 2007 [cited by applicant]
US 20070185867A1 · Maga et al. · 2007 [cited by applicant]
US 20070192122A1 · Routson et al. · 2007 [cited by applicant]
US 20070284433A1 · Domenica et al. · 2007 [cited by applicant]
US 20080065655A1 · Chakravarthy et al. · 2008 [cited by applicant]
US 20080069081A1 · Chand et al. · 2008 [cited by applicant]
US 20080077642A1 · Carbone · 2008 [cited by applicant]
US 20080103996A1 · Forman et al. · 2008 [cited by applicant]
US 20080208735A1 · Balet et al. · 2008 [cited by applicant]
US 20080222295A1 · Robinson et al. · 2008 [cited by applicant]
US 20080243711A1 · Aymeloglu et al. · 2008 [cited by applicant]
US 20080255973A1 · El Wade et al. · 2008 [cited by applicant]
US 20080270328A1 · Lafferty et al. · 2008 [cited by applicant]
US 20080294663A1 · Heinley et al. · 2008 [cited by applicant]
US 20080313132A1 · Hao et al. · 2008 [cited by applicant]
US 20090076845A1 · Bellin et al. · 2009 [cited by applicant]
US 20090094166A1 · Aymeloglu et al. · 2009 [cited by applicant]
US 20090094270A1 · Alirez et al. · 2009 [cited by applicant]
US 20090106178A1 · Chu · 2009 [cited by applicant]
US 20090112745A1 · Stefanescu · 2009 [cited by applicant]
US 20090125359A1 · Knapic et al. · 2009 [cited by applicant]
US 20090125459A1 · Norton et al. · 2009 [cited by applicant]
US 20090132953A1 · Reed, Jr. et al. · 2009 [cited by applicant]
US 20090157732A1 · Hao et al. · 2009 [cited by applicant]
US 20090187546A1 · Whyte · 2009 [cited by applicant]
US 20090187548A1 · Ji et al. · 2009 [cited by applicant]
US 20090249244A1 · Robinson et al. · 2009 [cited by applicant]
US 20090254842A1 · Leacock et al. · 2009 [cited by applicant]
US 20090259636A1 · Labrou et al. · 2009 [cited by applicant]
US 20090271343A1 · Vaiciulis et al. · 2009 [cited by applicant]
US 20090307049A1 · Elliott, Jr. et al. · 2009 [cited by applicant]
US 20090313463A1 · Pang et al. · 2009 [cited by applicant]
US 20090319418A1 · Herz · 2009 [cited by applicant]
US 20090319515A1 · Minton et al. · 2009 [cited by applicant]
US 20090319891A1 · MacKinlay et al. · 2009 [cited by applicant]
US 20100030722A1 · Goodson et al. · 2010 [cited by applicant]
US 20100031141A1 · Summers et al. · 2010 [cited by applicant]
US 20100042563A1 · Livingston et al. · 2010 [cited by applicant]
US 20100042922A1 · Bradateanu et al. · 2010 [cited by applicant]
US 20100067622A1 · Faith · 2010 [cited by applicant]
US 20100070842A1 · Aymeloglu et al. · 2010 [cited by applicant]
US 20100098318A1 · Anderson · 2010 [cited by applicant]
US 20100106752A1 · Eckardt, III et al. · 2010 [cited by applicant]
US 20100114887A1 · Conway et al. · 2010 [cited by applicant]
US 20100131502A1 · Fordham · 2010 [cited by applicant]
US 20100161735A1 · Sharma · 2010 [cited by applicant]
US 20100191663A1 · Schlaifer et al. · 2010 [cited by applicant]
US 20100211535A1 · Rosenberger · 2010 [cited by applicant]
US 20100235915A1 · Memon et al. · 2010 [cited by applicant]
US 20100262688A1 · Hussain et al. · 2010 [cited by applicant]
US 20100293174A1 · Bennett · 2010 [cited by applicant]
US 20100312837A1 · Bodapati et al. · 2010 [cited by applicant]
US 20110040776A1 · Najm et al. · 2011 [cited by applicant]
US 20110061013A1 · Bilicki et al. · 2011 [cited by applicant]
US 20110078173A1 · Seligmann et al. · 2011 [cited by applicant]
US 20110093327A1 · Fordyce, III et al. · 2011 [cited by applicant]
US 20110099133A1 · Chang et al. · 2011 [cited by applicant]
US 20110153384A1 · Horne et al. · 2011 [cited by applicant]
US 20110173093A1 · Psota et al. · 2011 [cited by applicant]
US 20110208565A1 · Ross et al. · 2011 [cited by applicant]
US 20110208724A1 · Jones et al. · 2011 [cited by applicant]
US 20110213655A1 · Henkin et al. · 2011 [cited by applicant]
US 20110218955A1 · Tang et al. · 2011 [cited by applicant]
US 20110270604A1 · Qi et al. · 2011 [cited by applicant]
US 20110270834A1 · Sokolan et al. · 2011 [cited by applicant]
US 20110289397A1 · Eastmond et al. · 2011 [cited by applicant]
US 20110295649A1 · Fine et al. · 2011 [cited by applicant]
US 20110314007A1 · Dassa et al. · 2011 [cited by applicant]
US 20110314024A1 · Chang et al. · 2011 [cited by applicant]
US 20120004904A1 · Shin et al. · 2012 [cited by applicant]
US 20120011238A1 · Rathod · 2012 [cited by applicant]
US 20120011245A1 · Gillette et al. · 2012 [cited by applicant]
US 20120022945A1 · Falkenborg et al. · 2012 [cited by applicant]
US 20120054284A1 · Rakshit · 2012 [cited by applicant]
US 20120059853A1 · Jagota · 2012 [cited by applicant]
US 20120066166A1 · Curbera et al. · 2012 [cited by applicant]
US 20120079363A1 · Folting et al. · 2012 [cited by applicant]
US 20120084117A1 · Tavares et al. · 2012 [cited by applicant]
US 20120084287A1 · Lakshminarayan et al. · 2012 [cited by applicant]
US 20120089606A1 · Eshwar et al. · 2012 [cited by applicant]
US 20120131512A1 · Takeuchi et al. · 2012 [cited by applicant]
US 20120144335A1 · Abeln et al. · 2012 [cited by applicant]
US 20120158527A1 · Cannelongo · 2012 [cited by applicant]
US 20120159362A1 · Brown et al. · 2012 [cited by applicant]
US 20120173381A1 · Smith · 2012 [cited by applicant]
US 20120215784A1 · King et al. · 2012 [cited by applicant]
US 20120221553A1 · Wittmer et al. · 2012 [cited by applicant]
US 20120226523A1 · Weiss et al. · 2012 [cited by applicant]
US 20120245976A1 · Kumar et al. · 2012 [cited by applicant]
US 20120323888A1 · Osann, Jr. · 2012 [cited by applicant]
US 20130016106A1 · Yip et al. · 2013 [cited by applicant]
US 20130054306A1 · Bhalla et al. · 2013 [cited by applicant]
US 20130055145A1 · Antony et al. · 2013 [cited by applicant]
US 20130057551A1 · Ebert et al. · 2013 [cited by applicant]
US 20130096988A1 · Grossman et al. · 2013 [cited by applicant]
US 20130110746A1 · Ahn · 2013 [cited by applicant]
US 20130151453A1 · Bhanot et al. · 2013 [cited by applicant]
US 20130166348A1 · Scotto · 2013 [cited by applicant]
US 20130166480A1 · Popescu et al. · 2013 [cited by applicant]
US 20130185245A1 · Anderson et al. · 2013 [cited by applicant]
US 20130185307A1 · El-Yaniv et al. · 2013 [cited by applicant]
US 20130218879A1 · Park et al. · 2013 [cited by applicant]
US 20130226318A1 · Procyk et al. · 2013 [cited by applicant]
US 20130238616A1 · Rose et al. · 2013 [cited by applicant]
US 20130246170A1 · Gross et al. · 2013 [cited by applicant]
US 20130246537A1 · Gaddala · 2013 [cited by applicant]
US 20130246597A1 · Iizawa et al. · 2013 [cited by applicant]
US 20130263019A1 · Castellanos et al. · 2013 [cited by applicant]
US 20130268520A1 · Fisher et al. · 2013 [cited by applicant]
US 20130282696A1 · John et al. · 2013 [cited by applicant]
US 20130290825A1 · Arndt et al. · 2013 [cited by applicant]
US 20130297619A1 · Chandrasekaran et al. · 2013 [cited by applicant]
US 20130304770A1 · Boero et al. · 2013 [cited by applicant]
US 20130318604A1 · Coates et al. · 2013 [cited by applicant]
US 20140012796A1 · Petersen et al. · 2014 [cited by applicant]
US 20140040371A1 · Gurevich et al. · 2014 [cited by applicant]
US 20140053091A1 · Hou et al. · 2014 [cited by applicant]
US 20140058914A1 · Song et al. · 2014 [cited by applicant]
US 20140068487A1 · Steiger et al. · 2014 [cited by applicant]
US 20140095509A1 · Patton · 2014 [cited by applicant]
US 20140108380A1 · Gotz et al. · 2014 [cited by applicant]
US 20140108985A1 · Scott et al. · 2014 [cited by applicant]
US 20140123279A1 · Bishop et al. · 2014 [cited by applicant]
US 20140136285A1 · Carvalho · 2014 [cited by applicant]
US 20140143009A1 · Brice et al. · 2014 [cited by applicant]
US 20140156527A1 · Grigg et al. · 2014 [cited by applicant]
US 20140157172A1 · Peery et al. · 2014 [cited by applicant]
US 20140164502A1 · Khodorenko et al. · 2014 [cited by applicant]
US 20140189536A1 · Lange et al. · 2014 [cited by applicant]
US 20140189870A1 · Singla et al. · 2014 [cited by applicant]
US 20140195515A1 · Baker et al. · 2014 [cited by applicant]
US 20140222521A1 · Chait · 2014 [cited by applicant]
US 20140222793A1 · Sadkin et al. · 2014 [cited by applicant]
US 20140229554A1 · Grunin et al. · 2014 [cited by applicant]
US 20140280056A1 · Kelly · 2014 [cited by applicant]
US 20140282160A1 · Zarpas · 2014 [cited by applicant]
US 20140344230A1 · Krause et al. · 2014 [cited by applicant]
US 20140358829A1 · Hurwitz · 2014 [cited by applicant]
US 20140366132A1 · Stiansen et al. · 2014 [cited by applicant]
US 20150073929A1 · Psota et al. · 2015 [cited by applicant]
US 20150073954A1 · Braff · 2015 [cited by applicant]
US 20150095773A1 · Gonsalves et al. · 2015 [cited by applicant]
US 20150100897A1 · Sun et al. · 2015 [cited by applicant]
US 20150106170A1 · Bonica · 2015 [cited by applicant]
US 20150106379A1 · Elliot et al. · 2015 [cited by applicant]
US 20150134599A1 · Banerjee et al. · 2015 [cited by applicant]
US 20150135256A1 · Hoy et al. · 2015 [cited by applicant]
US 20150188872A1 · White · 2015 [cited by applicant]
US 20150242401A1 · Liu · 2015 [cited by applicant]
US 20150242761A1 · Amershi et al. · 2015 [cited by applicant]
US 20150269933A1 · Yu et al. · 2015 [cited by applicant]
US 20150338233A1 · Cervelli et al. · 2015 [cited by applicant]
US 20150379413A1 · Robertson et al. · 2015 [cited by applicant]
US 20150379429A1 · Lee · 2015 [cited by examiner]
US 20160004764A1 · Chakerian et al. · 2016 [cited by applicant]
US 20160018962A1 · Low et al. · 2016 [cited by applicant]
US 20160110657A1 · Gibiansky et al. · 2016 [cited by applicant]
US 20160180557A1 · Yousaf et al. · 2016 [cited by applicant]
US 20160277257A1 · Addleman · 2016 [cited by applicant]
US 20160358099A1 · Sturlaugson · 2016 [cited by examiner]
US 20180039731A1 · Szeto · 2018 [cited by examiner]
US 20200050329A1 · Maclean et al. · 2020 [cited by applicant]
CN 102546446A · 2012 [cited by applicant]
CN 103167093A · 2013 [cited by applicant]
CN 102054015B · 2014 [cited by applicant]
DE 102014204827A1 · 2014 [cited by applicant]
DE 102014204830A1 · 2014 [cited by applicant]
DE 102014204834A1 · 2014 [cited by applicant]
EP 2487610A2 · 2012 [cited by applicant]
EP 2858018A1 · 2015 [cited by applicant]
EP 2869211A2 · 2015 [cited by applicant]
EP 2889814A1 · 2015 [cited by applicant]
EP 2892197A1 · 2015 [cited by applicant]
EP 2963595A1 · 2016 [cited by applicant]
EP 2996053A1 · 2016 [cited by applicant]
EP 3035214A1 · 2016 [cited by applicant]
EP 3038002 · 2016 [cited by applicant]
EP 3040885A1 · 2016 [cited by applicant]
WO WO2005116851A2 · 2005 [cited by applicant]
WO WO2012061162 · 2012 [cited by applicant]
“5 Great Tools for Visualizing your Twitter Followers”, Amnet Blog, [Online] Retrieved from the Internet: <URL: http://www.amnetblog.com/component/content/article/115-5-great-tools-for-visualizing-your-twitter-followers… [cited by applicant]
“About OWA”, Open Web Analytics, [Online]. Retrieved from the Internet: <URL: http://www.openwebanalytics.com/?page jd=2>, (Accessed: Jul. 19, 2013), 5 pgs. [cited by applicant]
“An Introduction to KeyLines and Network Visualization”, Keylines.com, [Online]. Retrieved from the Internet: <URL: http://keylines.com/wp-content/uploads/2014/03/KeyLines-White-Paper.pdf>, (Mar. 2014), 8 pgs. [cited by applicant]
“Analytics For Data Driven Startups”, Trak.io, [Online]. Retrieved from the Internet: <URL: http://trak.io/>, (Accessed: Jul. 18, 2013), 3 pgs. [cited by applicant]
“U.S. Appl. No. 13/827,491, Final Office Action mailed Jun. 22, 2015”, 28 pgs. [cited by applicant]
“U.S. Appl. No. 13/827,491, Non Final Office Action mailed Oct. 9, 2015”, 16 pgs. [cited by applicant]
“U.S. Appl. No. 13/827,491, Non Final Office Action mailed Dec. 1, 2014”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/141,252, Final Office Action mailed Apr. 14, 2016”, 28 pgs. [cited by applicant]
“U.S. Appl. No. 14/141,252, Non Final Office Action mailed Oct. 8, 2015”, 11 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,006, Advisory Action malled Dec. 21, 2015”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,006, Final Office Action mailed Sep. 2, 2015”, 28 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,006, First Action Interview Pre-Interview Communication mailed Feb. 27, 2015”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,006, First Action Interview Pre-Interview Communication mailed Sep. 10, 2014”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,084, Examiner Interview Summary malled Jan. 4, 2016”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,084, Final Office Action mailed Feb. 26, 2016”, 14 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,084, First Action Interview Pre-Interview Communication Feb. 20, 2015”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,084, First Action Interview Pre-Interview Communication mailed Sep. 2, 2014”, 17 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,084, Non Final Office Action mailed Sep. 11, 2015”, 13 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,084, Notice of Allowance mailed Jun. 4, 2015”, 26 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, Advisory Action mailed Jun. 20, 2015”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, Examiner Interview Summary mailed Apr. 22, 2016”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, Final Office Action mailed Jan. 25, 2016”, 25 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, Final Office Action mailed Feb. 11, 2015”, 30 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, First Action Interview Pre-Interview Communication malled Jul. 29, 2014”, 19 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, First Action Interview Pre-Interview Communication mailed Oct. 22, 2014”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, Non Final Office Action mailed Jun. 16, 2016”, 14 pgs. [cited by applicant]
“U.S. Appl. No. 14/225,160, Non Final Office Action mailed Aug. 12, 2015”, 23 pgs. [cited by applicant]
“U.S. Appl. No. 14/306,138, Advisory Action mailed Dec. 24, 2015”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/306,138, Examiner Interview Summary mailed Dec. 3, 2015”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 14/306,147, Final Office Action malled Dec. 24, 2015”, 22 pgs. [cited by applicant]
“U.S. Appl. No. 14/319,161, Final Office Action mailed Jan. 23, 2015”, 21 pgs. [cited by applicant]
“U.S. Appl. No. 14/319, 161, Notice of Allowance mailed May 4, 2015”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 14/319,765, Non Final Office Action malled Feb. 1, 2016”, 19 pgs. [cited by applicant]
“U.S. Appl. No. 14/323,935, Notice of Allowance mailad Oct. 1, 2015”, 8 pgs. [cited by applicant]
“U.S. Appl. No. 14/451,221, Non Final Office Action mailed Oct. 21, 2014”, 16 pgs. [cited by applicant]
“U.S. Appl. No. 14/463,615, Advisory Action mailed Sep. 10, 2015”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 14/463,615, Final Office Action mailed May 21, 2015”, 31 pgs. [cited by applicant]
“U.S. Appl. No. 14/463,615, First Action Interview Pre-Interview Communication mailed Jan. 28, 2015”, 29 pgs. [cited by applicant]
“U.S. Appl. No. 14/463,615, First Action Interview Pre-Interview Communication mailed Nov. 13, 2014”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/463,615, Non Final Office Action mailed Dec. 9, 2015”, 44 pgs. [cited by applicant]
“U.S. Appl. No. 14/479,863, First Action Interview Pre-Interview Communication mailed Dec. 26, 2014”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/479,863, Notice of Allowance mailed Mar. 31, 2015”, 23 pgs. [cited by applicant]
“U.S. Appl. No. 14/483,527, Final Office Action mailed Jun. 22, 2015”, 17 pgs. [cited by applicant]
“U.S. Appl. No. 14/483,527, First Action Interview Pre-Interview Communication mailed Jan. 28, 2015”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 14/483,527, Non Final Office Action mailed Oct. 28, 2015”, 20 pgs. [cited by applicant]
“U.S. Appl. No. 14/483,527, Notice of Allowance mailed Apr. 29, 2016”, 34 pgs. [cited by applicant]
“U.S. Appl. No. 14/552,336, First Action Interview Pre-Interview Communication mailed Jul. 20, 2015”, 18 pgs. [cited by applicant]
“U.S. Appl. No. 14/552,336, Notice of Allowance mailed Nov. 3, 2015”, 13 pgs. [cited by applicant]
“U.S. Appl. No. 14/562,524, First Action Interview Pre-Interview Communication mailed Sep. 14, 2015”, 12 pgs. [cited by applicant]
“U.S. Appl. No. 14/562,524, First Action Interview Pre-Interview Communication mailed Nov. 10, 2015”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 14/571,098, Final Office Action malled Feb. 23, 2016”, 37 pgs. [cited by applicant]
“U.S. Appl. No. 14/571,098, First Action Interview mailed Aug. 24, 2015”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/571,098, First Action Interview Pre-Interview Communication mailed Mar. 11, 2015”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/571,098, First Action Interview Pre-Interview Communication mailed Aug. 5, 2015”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 14/571,098, First Action Interview Pre-Interview Communication mailed Nov. 10, 2015”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/631,633, First Action Interview Pre-Interview Communication malled Sep. 10, 2015”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/676,621, Examiner Interview Summary mailed Jul. 30, 2015”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 14/676,621, Final Office Action mailed Oct. 29, 2015”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 14/746,671, First Action Interview Pre-Interview Communication mailed Nov. 12, 2015”, 19 pgs. [cited by applicant]
“U.S. Appl. No. 14/746,671, Notice of Allowance mailed Jan. 21, 2016”, 7 pgs. [cited by applicant]
“U.S. Appl. No. 14/800,447, First Action Interview—Pre-Interview Communication mailed Dec. 10, 2015”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 14/813,749, Final Office Action mailed Apr. 8, 2016”, 80 pgs. [cited by applicant]
“U.S. Appl. No. 14/813,749, Non Final Office Action mailed Sep. 28, 2015”, 22 pgs. [cited by applicant]
“U.S. Appl. No. 14/842,734, First Action Interview Pre-Interview Communication mailed Nov. 19, 2015”, 17 pgs. [cited by applicant]
“U.S. Appl. No. 14/858,647, Notice of Allowance mailed Mar. 4, 2016”, 47 pgs. [cited by applicant]
“U.S. Appl. No. 14/929,584, Final Office Action mailed May 25, 2016”, 42 pgs. [cited by applicant]
“U.S. Appl. No. 14/929,584, Non Final Office Action mailed Feb. 4, 2016”, 15 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Advisory Action mailed Aug. 19, 2019”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Advisory Action mailed Sep. 27, 2018”, 3 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Examiner Interview Summary mailed Mar. 14, 2019”, 6 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Examiner Interview Summary mailed Apr. 13, 2018”, 4 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Final Office Action mailed May 14, 2019”, 26 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Final Office Action mailed Jun. 15, 2018”, 22 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, First Action Interview—Pre-Interview Communication mailed Nov. 13, 2017”, 10 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Non Final Office Action mailed Jan. 26, 2018”, 25 pgs. [cited by applicant]
“U.S. Appl. No. 16/665,408, Non Final Office Action mailed Jan. 31, 2019”, 26 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Notice of Allowance mailed Sep. 30, 2019”, 11 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Response filed Apr. 30, 2010 to Non Final Office Action mailed Jan. 31, 2019”, 17 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Response filed Sep. 14, 2018 to Final Office Action mailed Jun. 15, 2018”, 23 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Response filed Nov. 14, 2018 to Advisory Action mailed Sep. 27, 2018” 17 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Response filed Apr. 23, 2018 to Non Final Office Action mailed Jan. 26, 2018”, 17 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Response filed Jul. 26, 2019 to Final Office Action mailed May 14, 2019”, 18 pgs. [cited by applicant]
“U.S. Appl. No. 15/655,408, Response filed Sep. 16, 2019 to Advisory Action mailed Aug. 19, 2019”, 17 pgs. [cited by applicant]
“U.S. Appl. No. 16/660,603, First Action Interview—Pre-Interview Communication mailed Sep. 17, 2020”, 5 pgs. [cited by applicant]
“U.S. Appl. No. 16/660,603, Notice of Allowance mailed Nov. 3, 2020”, 24 pgs. [cited by applicant]
“Apsalar—Mobile App Analytics & Advertising”, Data Powered Mobile Advertising, https://apsalar.com/, (Jul. 18, 2013), 1-8. [cited by applicant]
“Beta Testing on The Fly”, TestFlight, [Online]. Retrieved from the Internet: <URL: https://testflightapp.com/>, (Accessed: Jul. 18, 2013), 3 pgs. [cited by applicant]
“Countly”, Countly Mobile Analytics, [Online]. Retrieved from the Internet: <URL: http://count.ly/products/screenshots>, (accessed Jul. 18, 2013), 9 pgs. [cited by applicant]
“DISTIMO—App Analytics”, [Online]. Retrieved from the Internet: <URL: http://www.distimo.com/app-analytics>, (accessed Jul. 18, 2013), 5 pgs. [cited by applicant]
“European Application Serial No. 14187996.5, Communication Pursuant to Article 94(3) EPC mailed Feb. 19, 2016”, 9 pgs. [cited by applicant]
“European Application Serial No. 14187996.5, Extended European Search Report malled Feb. 12, 2015”, 7 pgs. [cited by applicant]
“European Application Serial No. 14191540.5, Extended European Search Report mailed May 27, 2015”, 9 pgs. [cited by applicant]
“European Application Serial No. 14200246.8, Extended European Search Report mailed May 29, 2015”, 8 pgs. [cited by applicant]
“European Application Serial No. 14200298.9, Extended European Search Report mailed May 13, 2015”, 7 pgs. [cited by applicant]
“European Application Serial No. 14202919.5, Office Action mailed May 9, 2016”, 13 pgs. [cited by applicant]
“European Application Serial No. 15181419.1, Extended European Search Report mailed Sep. 29, 2015”, 7 pgs. [cited by applicant]
“European Application Serial No. 15184764.7, Extended European Search Report mailed Dec. 14, 2015”, 8 pgs. [cited by applicant]
“European Application Serial No. 15200073.3, Extended European Search Report mailed Mar. 30, 2016”, 16 pgs. [cited by applicant]
“European Application Serial No. 15201924.6, Extended European Search Report mailed Apr. 25, 2016”, 8 pgs. [cited by applicant]
“European Application Serial No. 16152984.7, Extended European Search Report mailed Mar. 24, 2016”, 8 pgs. [cited by applicant]
“Flurry Analytics”, [Online]. Retrieved from the Internet: <URL: http://www.flurry.com/, (accessed Jul. 18, 13), 14 pgs. [cited by applicant]
“Google Analytics Official Website—Web Analytics & Reporting”, [Online]. Retrieved from the Internet: <URL: http ://www.google.com/ analytics/index.html, (accessed Jul. 18, 2013), 22 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404486.1, Combined Search Report and Examination Report mailed Aug. 27, 2014”, 5 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404486.1, Office Action mailed May 21, 2015”, 2 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404489.6, Combined Search Report and Examination Report mailed Aug. 27, 2014”, 5 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404489.5, Office Action malled May 21, 2015”, 3 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404489.5, Office Action malled Oct. 6, 2014”, 1 pg. [cited by applicant]
“Great Britain Application Serial No. 1404499.4, Combined Search Report and Examination Report malled Aug. 20, 2014”, 6 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404499.4, Office Action mailed Jun. 11, 2015”, 5 pgs. [cited by applicant]
“Great Britain Application Serial No. 1404499.4, Office Action mailed Sep. 29, 2014”, 1 pg. [cited by applicant]
“Help File for ModelRisk Version 5—Part 1”, Vose Software, (2007), 375 pgs. [cited by applicant]
“Help File for ModelRisk Version 5—Part 2”, Vose Software, (2007), 362 pgs. [cited by applicant]
“Hunchlab: Heat Map and Kernel Density Calculation for Crime Analysis”, Azavea Journal, [Online]. Retrieved from the Internet: <URL: www.azavea.com/blogs/newsletter/v4i4/kernel-density-capabilities-added-to-hunchlab>, (… [cited by applicant]
“KeyLines Datasheet”, Keylines.com, [Online]. Retrieved from the Internet: <URL: http://keylines.com/wp-content/uploads/2014/03/KeyLines-datasheet.pdf>, (Mar. 2014), 2 pgs. [cited by applicant]
“Mixpanel: Actions speak louder than page views”, Mobile Analytics, [Online]. Retrieved from the Internet: <URL: https://mixpanel.com/>, (Accessed: Jul. 18, 2013), 13 pgs. [cited by applicant]
“Mobile App Marketing & Analytics”, Localytics, [Online]. Retrieved from the Internet: <URL: http://www.localytics.com/>, (Accessed: Jul. 18, 2013), 12 pgs. [cited by applicant]
“Mobile Web”, Wikipedia, [Online] Retrieved from the Internet: <https://en.wikipedia.org/w/index.php?title=MobileWeb&oldid=643800164>, (Jan. 23, 2015), 6 pgs. [cited by applicant]
“More than android analytics”, UserMetrix, [Online]. Retrieved from the Internet: <URL: http://usermetrix.com/android-analytics>, (Accessed: Jul. 18, 2013), 3 pgs. [cited by applicant]
“More Than Mobile Analytics”, Kontagent, [Online]. Retrieved from the Internet: <URL: http://www.kontagent. com/>, (Accessed: Jul. 18, 2013), 9 pgs. [cited by applicant]
“Multimap”, Wikipedia, [Online]. Retrieved from the Internet: <URL: https://en.wikipedia.org/w/index.php?title=Multimap&oldid=530800748>, (Jan. 1, 2013), 2 pgs. [cited by applicant]
“Netherlands Application Serial No. 2012417, Netherlands Search Report mailed Sep. 18, 2015”, W/ English Translation, 9 pgs. [cited by applicant]
“Netherlands Application Serial No. 2012421, Netherlands Search Report mailed Sep. 18, 2015”, 8 pgs. [cited by applicant]
“Netherlands Application Serial No. 2012438, Search Report mailed Sep. 21, 2015”, 8 pgs. [cited by applicant]
“New Zealand Application Serial No. 622473, First Examination Report mailed Mar. 27, 2014”, 3 pgs. [cited by applicant]
“New Zealand Application Serial No. 622473, Office Action malled Jun. 19, 2014”, 2 pgs. [cited by applicant]
“New Zealand Application Serial No. 622513, Office Action malled Apr. 3, 2014”, 2 pgs. [cited by applicant]
“New Zealand Application Serial No. 628161, First Examination Report mailed Aug. 26, 2014”, 2 pgs. [cited by applicant]
“Piwik—Free Web Analytics Software”, Piwik, [Online]. Retrieved from the Internet: <URL: http://piwik.org/> (Accessed: Jul. 19, 2013), 18 pgs. [cited by applicant]
“Realtime Constant Customer Touchpoint”, Capptain—Pilot your apps, [Online] Retrieved from the Internet: <URL: http://www.capptain.com>, (accessed Jul. 18, 2013), 6 pgs. [cited by applicant]
“Refresh CSS ellipsis when resizing container”, Stack Overflow, [Online]. Retrieved from the Internet: <URL: http://stackoverflow.com/questions/17964681/refresh-css-ellipsis-when-resizing-container>, Accessed: May 18, 2… [cited by applicant]
“SAP BusinessObjects Explorer Online Help”, SAP BusinessObjects, (Mar. 19, 2012), 68 pgs. [cited by applicant]
“Smart Thinking for Super Apps”, Appacts: Open Source Mobile Analytics Platform, [Online] Retrieved from the Internet: <URL: http://www.appacts.com>, (Jul. 18, 2013), 1-4. [cited by applicant]
“User Interface Based Variable Machine Modeling”, 11. [cited by applicant]
“Visualizing Threats: Improved Cyber Security Through Network Visualization”, Keylines.com, [Online] retrieved from the internet: <http://keylines.com/wp-content/uploads/2014/04/Visualizing-Threats1.pdf>, (May 12, 2014)… [cited by applicant]
“Welcome to StatCounter—Visitor Analysis for Your Website”, StatCounter—Free Invisible Web Tracker, Hit Counter and Web Stats, [Online]. Retrieved from the Internet: <URL: http://statcounter.com/>, (Accessed: Jul. 19, 2… [cited by applicant]
Andrew, G. Psaltis, “Streaming Data—Designing the real-time pipeline”, vol. MEAP V03, (Jan. 16, 2015), 12 pgs. [cited by applicant]
Celik, T, “Css Basic User Interface Module Level 3 (CSS3 UI)”, Section 8; Resizing and Overflow, [Online] Retrieved from the Internet: <URL: http://www.w3.org/TR/2012/WVD-css3-ul-20120117/#resizing-amp-overflow>, (Jan. … [cited by applicant]
Chaudhuri, Surajit, et al., “An Overview of Business Intelligence Technology”, Communications of the ACM, vol. 54, No. 8., (Aug. 2011), 88-98. [cited by applicant]
Cohn, David, et al., “Semi-supervised Clustering with User Feedback”, Cornell University, Constrained Clustering: Advances in Algorithms, Theory, and Applications 4.1, (2003), 9 pgs. [cited by applicant]
Drossu, Radu, et al., “A Flexible Graphical User Interface for Embedding Heterogeneous Neural Network Simulators”, School of Electrical Engineering and Computer Science Washington State University, Pullman, Washington, … [cited by applicant]
Gill, Leicester, et al., “Computerised linking of medical records: methodological (guidelines”, Journal of Epidemiology and Community Health 1993; 47, (Feb. 1993), 316-319. [cited by applicant]
Gorr, et al., “Crime Hot Spot Forecasting: Modeling and Comparative Evaluation”, Grant 98-IJ-CX-K005, (May 6, 2002), 37 pgs. [cited by applicant]
Gu, Lifang, et al., “Record Linkage: Current Practice and Future Directions”, (Jan. 15, 2004), 32 pgs. [cited by applicant]
Hansen, D., et al., “Analyzing Social Media Networks with NodeXL: Insights from a Connected World”, Chapter 4, pp. 53-67 and Chapter 10, pp. 143-164, (Sep. 2010), 53- 67; 143-164. [cited by applicant]
Hua, Yu, et al., “A Multi-attribute Data Structure with Parallel Bloom Filters for Network Services”, HIPC 2006, LNCS 4297, (2006), 277-288. [cited by applicant]
Janssen, Jan-Keno, “Wo bist'n du?—Googles Geodienst Latitude”, w/ English Translation; Issue 3; 86-88, [Online] Retrieved from the Internet: <URL: http://www.heise.de/artikel-archiv/ct/2011/03/086/@00250@/ct.11.03.086-0… [cited by applicant]