BigData

Overview #

Introduction #

  • The 4V’s of Big Data [http]link(http://newcontext.com/the-4vs-of-big-data/)
  • NYT (2012) - The Age of Big Data [http]link(http://www.nytimes.com/2012/02/12/sunday-review/big-datas-impact-in-the-world.html?pagewanted=print)
  • McKinsey (2011) - Big data : The next frontier for innovation, competition, and productivity [http]link(http://www.mckinsey.com/insights/business_technology/big_data_the_next_frontier_for_innovation)
  • EMC - Big Data: Big Opportunities to Create Business Value [http]pdf(http://www.emc.com/microsites/cio/articles/big-data-big-opportunities/LCIA-BigData-Opportunities-Value.pdf)
  • IBM (2012) - Analytics: The real-world use of big data [http]link(http://www-935.ibm.com/services/us/gbs/thoughtleadership/ibv-big-data-at-work.html)
  • IBM (2012) - Better Business Outcomes with Business Analytics [http]pdf(http://www.ibm.com/connect/ibm/attachments/G119542M94960B53/SW_Business_Analytics_YTW03101USEN.pdf)
  • Gartner's Business Analytics Framework [http]pdf(http://www.gartner.com/imagesrv/summits/docs/na/business-intelligence/gartners_business_analytics__219420.pdf)
  • The Deciding Factor: Big Data & Decision Making [http]pdf(http://www.capgemini.com/resource-file-access/resource/pdf/The_Deciding_FactorBig_Data_Decision_Making.pdf)
  • Business Data Lake [https]Youtube(https://www.youtube.com/watch?feature=player_embedded&v=z7LS7Tm31Co)
  • (See also "Worldwide Big Data Technology and (IT) Services 2012-2016 Forecast")

Articles #

  • Interfaces (2010) - The Analytics Movement: Implications for Operations Research [http]pdf(http://pubsonline.informs.org/doi/abs/10.1287/inte.1100.0502?journalCode=inte)
  • Big Data, Analytics and the Path from Insight to Value [http]MITSloan2011(http://sloanreview.mit.edu/article/big-data-analytics-and-the-path-from-insights-to-value/)
  • Business Intelligence and Analytics - From Big Data to Big Impact [http]MISQ2012(http://www.misq.org/skin/frontend/default/misq/pdf/V36I4/SI_ChenIntroduction.pdf)
  • Data Science, Predictive Analytics, and Big Data [http]JBL2013(http://onlinelibrary.wiley.com/doi/10.1111/jbl.12010/abstract)
  • Davenport - Big Data in Big Companies [http]‎SAS2013(http://www.sas.com/resources/asset/Big-Data-in-Big-Companies.pdf) [http]summary(http://www.sas.com/content/dam/SAS/en_us/doc/research1/big-data-big-companies-executive-summary-106462.pdf)
  • Davenport - At the Big Data Crossroads: turning towards a smarter travel experience [http]pdf(http://www.amadeus.com/web/binaries/blobs/830/891/Amadeus_Big_Data.pdf)
  • Big data: Challenges and opportunities, Infosys Labs Briefings. [http]11 (1), 2013(http://www.infosys.com/infosys-labs/publications/infosyslabs-briefings/Pages/bigdata-challenges-opportunities.aspx)
  • Special issue of Computers [http]Jun. 2013(http://ieeexplore.ieee.org/xpl/tocresult.jsp?isnumber=6527234)
  • Special issue of MIT Sloan Management Review [http]Dec. 2013(http://sloanreview.mit.edu/issue/2014-winter/)
  • Special issue of Future Generation Computer Systems [http]37, 2014(http://webgate.khu.ac.kr/f45071d/_Lib_Proxy_Url/www.sciencedirect.com/science/journal/0167739X/37/supp/C)
  • 서울연구원 - 빅데이터 관련 보고서 [https]search(https://www.si.re.kr/kr_admin_trend?searchfield=title&keys=%EB%B9%85%EB%8D%B0%EC%9D%B4%ED%84%B0)

Market #

  • Worldwide Big Data Technology and (IT) Services 2012-2016 Forecast [https]pdf(https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&cad=rja&ved=0CEcQFjAB&url=http%3A%2F%2Fdownload.microsoft.com%2Fdownload%2F7%2FB%2F8%2F7B8AC938-2928-4B65-B1B3-0B523DDFCDC7%2FIDC%2520Report-Worldwide%2520Big%2520Data%2520Technology%2520and%2520Services.pdf&ei=CrcAU8_-L8LcyQHV44CQDA&usg=AFQjCNHgiCBhHSmKlBmKAuep27fGT867pQ&sig2=SVsmgJMfZ82OgRL8pTJyfA&bvm=bv.61535280,d.aWc)

Case Study #

  • 빅데이터국가포럼 빅데이터 사례 [http]link(http://www.bigdataforum.or.kr/?bid=report&category=2)
  • IBM Big Data Hub [http]link(http://www.ibmbigdatahub.com/)
  • IBM Analytics Case Studies [http]pdf(http://public.dhe.ibm.com/common/ssi/ecm/en/imm14097usen/IMM14097USEN.PDF)
  • Oracle Data Warehousing and Big Data [http]link(http://www.oracle.com/technetwork/database/bi-datawarehousing/index.html)
  • Use Cases [http]site(http://practicalanalytics.wordpress.com/2011/12/12/big-data-analytics-use-cases/)

Software #

  • IDC Market Analysis: Worldwide BA Software 2013–2017 Forecast and 2012 Vendor Shares [http]pdf(http://idcdocserv.com/241689e_sas)
  • IBM Framework - Better business outcomes with IBM Big Data & Analytics [http]pdf(http://www.ibm.com/connect/ibm/attachments/G119542M94960B53/SW_Business_Analytics_YTW03101USEN.pdf)
  • Simply Measured [http]link(http://simplymeasured.com/free-social-media-tools)

Data Repository #

  • 공공데이터포털 [https]link(https://www.data.go.kr/)
  • 정부3.0 데이터개방 [http]link(http://www.gov30.go.kr/gov30/int/intro6.do)
  • 중앙교통정보센터 - 도로 시간대별 속도정보 [http]link(http://www.utis.go.kr/stats/statsNewDate.do)
  • UC Irvine Machine Learning Repository [http]http://archive.ics.uci.edu/ml/link

Applications #

Big Data Analytics #

Business Process Analytics #

  • Business Process Analytics Using a Big Data Approach (IEEE IT Professional 2013) [http]link(http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6560078)
  • Business Process Analytics (zur Muehlen & Spiro, 201?) [https]pdf(https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&ved=0CEwQFjAA&url=http%3A%2F%2Fwww.researchgate.net%2Fpublication%2F226858154_Business_Process_Analytics%2Ffile%2F3deec5170e959cfcc0.pdf&ei=XrsAU6_BEoSiyAGGkoDYAw&usg=AFQjCNH3U2Vnsunf7FMogwYz5YcqH2Y6pQ&sig2=DNNsyEJHatH7MhQFWr0gEQ&bvm=bv.61535280,d.aWc)
  • Appian (White paper) [https]site(https://www.appian.com/bpm-software/bpm-components/bpm-analytics-reporting.jsp)
  • A Framework to Support Business Process Analytics (Proceedings of KMIS, 2012)

Supply Chain Analytics #

  • Deloitte (2013) - Creating Value with Business Analytics - SCC Meeting [https]pdf(https://supply-chain.org/f/A.Patil_.Deloitte_0.pdf)
  • Delivering Business Value through Supply Chain Analytics (Infosys, 2005) [http]pdf(http://www.infosys.com/supply-chain/white-papers/Documents/supply-chain-analytics.pdf)
  • IBM (2011) - Business Analytics and the Supply Chain: The new path to value [https]pdf(https://www.utexas.edu/courses/lasdon/IBM.pdf)
  • Supply Chain Insights - Big Data Handbook: How to Unleash the Big Data Opportunity (long white paper). [http]site(http://supplychaininsights.com/big-data-handbook/)
  • Big Data in Logistics (White paper) [http]pdf(http://www.dhl.com/en/about_us/innovation/research_development/bigdata.html)
  • U.S. Roadmap for Material Handling & Logistics [http]pdf(http://www.mhlroadmap.org/roadmap.html)

Service Analytics #

Social Media Analytics #

Transportation Analytics (including Human Mobility) #

  • Smart card data use in public transit: A literature review - TR- Part C [http]link(http://www.sciencedirect.com/science/article/pii/S0968090X1000166X)
  • 서울시 교통정보센터 - TOPIS 3.0 [http]link(http://traffic.seoul.go.kr/archives/13341)

Computational Social Science #

  • Understanding the paradigm shift to computational social science in the presence of big data [http]link(http://www.sciencedirect.com/science/article/pii/S0167923613002212)

Trends in Industry #

  • Venture Beat [http]link(http://venturebeat.com/)
  • ReadWrite [http]link(http://readwrite.com/toc/)
  • IBM Software [http]link(http://www-01.ibm.com/software/)
  • SAS Customer Intelligence [http]link(http://www.sas.com/en_us/software/customer-intelligence.html)
  • SAP Analytics [http]link(http://www.sap.com/pc/analytics/strategy.html)
  • Siemens: Big Data in industrial applications [http]link(http://videolectures.net/dataforum2013_kress_big_data/)
  • Infosys SCM White Papers [http]link(http://www.infosys.com/supply-chain/white-papers/Pages/index.aspx)
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last modified 2014-08-22 13:54:15