keepr @datagotham 2013

keepr Algorithm for data mining breaking news using NLP and ad hoc network analysis Hong Qu @hqu www.keepr.com DataGotham September 12, 2013

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keeprAlgorithm for data mining breaking news using NLP and ad hoc network analysis

Hong Qu @hqu

www.keepr.comDataGotham

September 12, 2013

https://twitter.com/hqu

http://www.keepr.com

http://www.datagotham.com/schedule/

Twitter, Credibility and The Watertown Manhunt

http://www.nieman.harvard.edu/reports/article/102872/Twitter-Credibility-and-The-Watertown-Manhunt.aspx

Computational Journalism

News reporters are● overworked● underpaid● …a dying breed

Journalism is● slow● embracing data● in need of Big Data tools

Computers count really, really fast!

Humans are way better at at making value judgements and telling stories

Andy Carvin - “a one-man Twitter news bureau”

http://articles.washingtonpost.com/2011-04-12/lifestyle/35262993_1_twitter-account-chad-ochocinco-followers

Social media and the Boston bombings: When citizens and journalists cover the same story

http://www.niemanlab.org/2013/04/social-media-and-the-boston-bombings-when-citizens-and-journalists-cover-the-same-story/

Keepr harmonizes with journalism’s workflow and values

Entity extraction and Source discovery

http://keepr.com/index.php?q=datagotham

What’s next for keepr?

➔ refine algorithm➔ ad hoc conversation network analysis➔ source classification➔ speed, speed, speed

Rolling out a Beta program for newsroomsSign up at www.keepr.com/beta

http://www.keepr.com/beta

2014 Annual Report Abridged Version - Credit Suisse€¦ · 2014 2014 2014 2014 2014 2014 2014 2014 2014 2014 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 Key Figures At year-end,

2013 Marketing Program Update. 2012/2013-updates 2013 Product Innovation 2013 Marketing 2013 Calendar Agenda 2

Log_Oct... · 2018. 9. 6. · elliott, justin higham, scott allen, shane 12/04/2013 12/04/2013 12/04/2013 12/04/2013 12/04/2013 12/06/2013 12/06/2013 12/06/2013 12/11/2013 12/12/2013

PCR - A New Flow Metric · 2013-02-05 2013-03-05 2013-05-07 2013-06-13 2013-08-02 2013-08-30 2013-09-27 2013-11-18 2013-12-16 PCR Application Characterization Enterprise Aggregate

ILLINOIS · 23 May 28, 2013 June 7, 2013 24 June 3, 2013 June 14, 2013 25 June 10, 2013 June 21, 2013 26 June 17, 2013 June 28, 2013 27 June 24, 2013 July 5, 2013 28 July 1, 2013

· 2014-02-28 · Bid/RE1 January 30, 2013 January 30, 2013 May 30, 2013 August 12, 2013 September 4, 2013 September 4, 2013 October 9, 2013 October 9, 2013 October 9, 2013 Project

2013 · 2013 ... index

Past newsletters 2013 - Port Townsend Film Festival newsletters 2013 December 26, 2013 December 19, 2013 November 27, 2013 November 1, 2013 October 16, 2013 September 27, 2013 September

Niël Pretorius, Chief Executive Officer Deutsche …...Dec 2012 Jan 2013 Feb 2013 Mar 2013 Apr 2013 May 2013 Jun 2013 Jul 2013 Aug 2013 Project approval Strip and clear redundant

· 29.07.2013 · May 5, 2013 May 7, 2013 May 9.2013 May 14, 2013 May 14, 2013 May 15, 2013 May 29, 2013 May 29, 2013 June 4, 2013 June 5, 2013 June 8, 2013 SMVFA Parade, Leonardtown

WSR Spring 2013 - Perry Johnson Registrars, Inc. · 2016. 10. 11. · March 20, 2013 March 27, 2013 April 3, 2013 April 17, 2013 May 15, 2013 May 22, 2013 June 12, 2013 June 26, 2013

Keepr - Harvard University...Keepr’s Algorithm Entity extraction Topics Media extraction images, videos Link expansion articles Conversation analysis @ mentions source discovery

FORSCHUNG 2013 FORSRECHUNSEARG CH20 201313 RESEARCH 2013 ... · FORSCHUNG 2013 RESEARCH 2013 FORSCHUNG 2013 FORSRECHUNSEARG CH20 201313 RESEARCH 2013 Die Forschungsstrategie der TU

CDR REFERENCE GUIDE - Momentum Engmomentum-eng.com/acrobat/CDR.pdf · 2012 2012-2013 2012-2013 2012-2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2005-2010 1997-2005

Medical Information for the future/media/McKinsey... · 2013 2015 2013 2015 2013 2015 2013 5 2013 2015 2013 2015 2013 201 5 2013 2015 2013 4 % 36% 23% 19% 20% 25% 11% 19% 11% 10%

Ipsos Poll Conducted for Reuters Core Political Data · 2016. 10. 26. · FEB 19-2013 12-2013 2-2013 23-2013 14-2013 4-2013 25-2013 16-2013 6-2013 27 2013 17-2013 8-2013 29 2013 19-2013

CONCORDIA MARITIME AB (PUBL)€¦ · 2012-nov. 2012-dec. 2013-jan. 2013-feb. 2013-mar. 2013-apr. 2013-maj. 2013-jun. 2013-jul. 2013-aug. 2013-sep. 2013-okt. 2013-nov. 2013-dec . 2014-jan

“Fare banca per bene”ECPI, FTSE-ECPI and AXIA . It is covered by more than twenty international ... Apr-2013 May-2013 Jun-2013 Jul-2013 Aug-2013 Sep-2013 Oct-2013 Nov-2013 Dec-2013

APRIL 2013 LABOUR FORCE · 2019. 3. 4. · October 2013 7 November 2013 September 2013 10 October 2013 August 2013 12 September 2013 July 2013 8 August 2013 June 2013 11 July 2013

Research in Architecture International Post-Master’s ... · 04 10 2013 11 10 2013 18 10 2013 25 10 2013 08 11 2013 15 11 2013 22 11 2013 29 11 2013 06 12 2013 13 12 2013 20 12 2013

(2013) EIA Annual Energy Outlook 2013---0383(2013)

ILLINOIS · iv 21 May 13, 2013 May 24, 2013 22 May 20, 2013 May 31, 2013 23 May 28, 2013 June 7, 2013 24 June 3, 2013 June 14, 2013 25 June 10, 2013 June 21, 2013

Keepr Demo at MIT Civic Media Lab

Economics 2013 Newmont Waihi Gold Economics 2013 2013

· XLS file · Web view · 2014-07-0218 2013. 1953 159 2013. 1955 37 2013. 1948 84 2013. 1928 40 2013. 1947 127 2013. 1912 208 2013. 1952 55 2013. 1900 31 2013. 1922 119 2013

2013/04 2013/04 2013/04 - mforce.co.id

· XLS file · Web view3800 2/4/2013 2013 3800 3/1/2013 2013 3800 12/14/2012 2013 10 4/25/2013 2013 3800 2/1/2013 2013 3800 2/1/2013 2013 3800 2/1/2013 2013 1000 4/18/2013 2013

GLOBECOM 2013 – 2013 IEEE Global Communications Conferencetoc.proceedings.com/22369webtoc.pdf · GLOBECOM 2013 – 2013 IEEE Global Communications ... 2013 IEEE Global Communications

Through Knowledge SharingEmpowering People · 2013. 2. 15. · June 2013 January 2013 February 2013 March 2013 April 2013 May 2013 July 2013 August 2013 September 2013 October 2013

SUMMER 2013 June 2, 2013 April 26, 2013 - Wasaya Airways · 2013 RATE CARD SCHEDULE Issue Publication Date Advertising Deadline SPRING 2013 March 3, 2013 January 25, 2013 SUMMER 2013

bigiron.blob.core.windows.net€¦ · Invoice / Transfer Date 16 May 2013 16 May 2013 16 May 2013 16 May 2013 16 May 2013 16 May 2013 16 May 2013 16 May 2013 16 May 2013 16 May 2013

minutes-132 of the 132nd SEIAA... · 1208/2013 121 1/2013 1213/2013 1215/2013 1218/2013 1219/2013 1220/2013 1222/2013 1223/2013 1224/2013 1227/2013 1228/2013 1229/2013 1230/2013 1231/2013

ILLINOIS · 10 February 25, 2013 March 8, 2013 11 March 4, 2013 March 15, 2013 12 March 11, 2013 March 22, 2013 13 March 18, 2013 March 29, 2013 14 March 25, 2013 April 5, 2013 15

[XLS] · Web view145.4 8/31/2013 30.61 8/31/2013 61.22 8/31/2013 61.22 8/31/2013 53.57 8/31/2013 30.61 8/31/2013 61.22 8/31/2013 53.57 8/31/2013 61.22 8/31/2013 38.57 8/31/2013 38.57

Keepr presentation at MIT CMSW

keepr @datagotham 2013

Self Improvement

keepr algorithm

data mining breaking

oneman twitter news

slow embracing data

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need of big data tools

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dying breed journalism