메뉴 건너뛰기




Volumn 6, Issue 4, 2014, Pages 222-232

Applying statistical thinking to 'Big Data' problems

Author keywords

Analytics; Data mining; Machine learning; Statistical engineering

Indexed keywords

ARTIFICIAL INTELLIGENCE; DATA MINING; LEARNING SYSTEMS; STATISTICAL METHODS;

EID: 84903270767     PISSN: 19395108     EISSN: 19390068     Source Type: Journal    
DOI: 10.1002/wics.1306     Document Type: Article
Times cited : (40)

References (52)
  • 1
    • 84903280828 scopus 로고    scopus 로고
    • The end of theory: the data deluge makes the scientific method obsolete. Wired Magazine, June 23, Available at: (Accessed January 11, 2014).
    • Anderson C. The end of theory: the data deluge makes the scientific method obsolete. Wired Magazine, June 23, 2008. Available at: www.wired.com/science/discoveries/magazine/16-07/pb_theory. (Accessed January 11, 2014).
    • (2008)
    • Anderson, C.1
  • 2
    • 84886945620 scopus 로고    scopus 로고
    • Analytical trend troubles scientists
    • May 4:.
    • Naik G. Analytical trend troubles scientists. Wall St J 2012, May 4:A1.
    • (2012) Wall St J
    • Naik, G.1
  • 3
    • 84903280829 scopus 로고    scopus 로고
    • Beware the Hype Over Big Data Analytics. Seeking Alpha, March 12, Available at: . (Accessed January 11, 2014).
    • Vu D. Beware the Hype Over Big Data Analytics. Seeking Alpha, March 12, 2012. Available at: http://seekingalpha.com/article/441171-beware-the-hype-over-big-data-analytics. (Accessed January 11, 2014).
    • (2012)
    • Vu, D.1
  • 5
    • 84903280830 scopus 로고    scopus 로고
    • 5 Things to know about big data in motion. IBM developerWorks blog, IBM, Available at: .
    • Ebbers M. 5 Things to know about big data in motion. IBM developerWorks blog, IBM, 2013. Available at: www.ibm.com/developerworks/community/blogs/5things/entry/5_things_to_know_about_big_data_in_motion?lang=en.
    • (2013)
    • Ebbers, M.1
  • 6
    • 84903280821 scopus 로고    scopus 로고
    • Wired Magazine. The Peta-age. 2008. Available at: . (Accessed January 11, 2014).
    • Wired Magazine. The Peta-age. 2008. Available at: http://www.wired.com/images/press/pdf/petaage.pdf. (Accessed January 11, 2014).
  • 8
    • 84903280823 scopus 로고    scopus 로고
    • Available at: . (Accessed January 11, 2014).
    • Available at: http://en.wikipedia.org/wiki/big_data. (Accessed January 11, 2014).
  • 10
    • 84903279815 scopus 로고    scopus 로고
    • National Research Council. . Washington, DC: The National Academies Press; .
    • National Research Council. Frontiers in Massive Data Analysis. Washington, DC: The National Academies Press; 2009.
    • (2009) Frontiers in Massive Data Analysis
  • 13
    • 84903280824 scopus 로고    scopus 로고
    • Netflix recommendations: beyond the 5 stars, part I. Netflix Tech Blog, April 6, Available at: . (Accessed January 3, 2014).
    • Amartriain X, Basilico, J. Netflix recommendations: beyond the 5 stars, part I. Netflix Tech Blog, April 6, 2012. Available at: http://techblog.netflix.com/2012/04/netflix-recommendations-beyond-5-stars.html. (Accessed January 3, 2014).
    • (2012)
    • Amartriain, X.1    Basilico, J.2
  • 14
    • 84903280814 scopus 로고    scopus 로고
    • Available at: . (Accessed January 28, 2014).
    • Available at: http://kaggle.com. (Accessed January 28, 2014).
  • 15
    • 84903280815 scopus 로고    scopus 로고
    • Available at: xz. (Accessed January 4, 2014).
    • Available at: http://www-03.ibm.com/innovation/us/watson/. (Accessed January 4, 2014).
  • 17
    • 84903280816 scopus 로고    scopus 로고
    • Particle physics tames big data. Symmetry; Dimensions of Particle Physics, August 1, Available at: x. (Accessed January 4, 2014).
    • Hesla L. Particle physics tames big data. Symmetry; Dimensions of Particle Physics, August 1, 2012. Available at: http://www.symmetrymagazine.org/article/august-2012/particle-physics-tames-big-data. (Accessed January 4, 2014).
    • (2012)
    • Hesla, L.1
  • 18
    • 84903280817 scopus 로고    scopus 로고
    • Unleashing the power of big data, White House Office of Science and Technology. Office of Science and Technology Blog, April 18, Available at: . (Accessed January 12, 2014).
    • Kalil T, Zhao F. Unleashing the power of big data, White House Office of Science and Technology. Office of Science and Technology Blog, April 18, 2013. Available at: www.whitehouse.gov/blog/2013/04/18/unleashing-power-big-data. (Accessed January 12, 2014).
    • (2013)
    • Kalil, T.1    Zhao, F.2
  • 19
    • 84903280818 scopus 로고    scopus 로고
    • Available at: x. (Accessed January 4, 2014).
    • Available at: http://www.cnn.com/2013/05/14/showbiz/angelina-jolie-double-mastectomy/. (Accessed January 4, 2014).
  • 20
    • 0035297750 scopus 로고    scopus 로고
    • Data science: an action plan for expanding the technical areas of the field of statistics
    • Cleveland WS. Data science: an action plan for expanding the technical areas of the field of statistics. Int Stat Rev 2001, 69:21-26.
    • (2001) Int Stat Rev , vol.69 , pp. 21-26
    • Cleveland, W.S.1
  • 21
    • 84903280819 scopus 로고    scopus 로고
    • Statistical thinking: the bedrock of data science. The Huffington Post, July 26, . (Accessed January 11, 2014).
    • Greenhouse JB. Statistical thinking: the bedrock of data science. The Huffington Post, July 26, 2013. http://www.huffingtonpost.com/american-statistical-association/statistical-thinking-the-bedrock-of-data-science_b_3651121.html. (Accessed January 11, 2014).
    • (2013)
    • Greenhouse, J.B.1
  • 22
    • 84903280820 scopus 로고    scopus 로고
    • A very short history of data science. Forbe, May 28, Available at: . (Accessed January 11, 2014).
    • Press G. A very short history of data science. Forbe, May 28, 2013. Available at: http://www.forbes.com/sites/gilpress/2013/05/28/a-very-short-history-of-data-science/. (Accessed January 11, 2014).
    • (2013)
    • Press, G.1
  • 23
    • 77951163222 scopus 로고    scopus 로고
    • Deriving chemosensitivity from cell lines: forensic bioinformatics and reproducible research in high-throughput biology
    • Baggerly KA, Coombes KR. Deriving chemosensitivity from cell lines: forensic bioinformatics and reproducible research in high-throughput biology. Ann Appl Stat 2009, 3:1309-1334.
    • (2009) Ann Appl Stat , vol.3 , pp. 1309-1334
    • Baggerly, K.A.1    Coombes, K.R.2
  • 24
    • 84903280811 scopus 로고    scopus 로고
    • How bright promise in cancer testing fell apart. The New York Times, July 7, Available at: . (Accessed January 4, 2014).
    • Kolata G. How bright promise in cancer testing fell apart. The New York Times, July 7, 2012. Available at: http://www.nytimes.com/2011/07/08/health/research/08genes.html. (Accessed January 4, 2014).
    • (2012)
    • Kolata, G.1
  • 25
    • 84903280812 scopus 로고    scopus 로고
    • Wikipedia. Lehman Brothers bankruptcy, . (Accessed January 11, 2014).
    • Wikipedia. Lehman Brothers bankruptcy, 2011. http://en.wikipedia.org/wiki/Bankruptcy_of_Lehman_Brothers. (Accessed January 11, 2014).
    • (2011)
  • 26
    • 70450159095 scopus 로고    scopus 로고
    • Post-financial meltdown: what do the services industries need from us now?
    • Hoerl RW, Snee RD. Post-financial meltdown: what do the services industries need from us now? Appl Stoch Models Bus Ind 2009, 25:509-521.
    • (2009) Appl Stoch Models Bus Ind , vol.25 , pp. 509-521
    • Hoerl, R.W.1    Snee, R.D.2
  • 28
    • 84903280813 scopus 로고    scopus 로고
    • How algorithms shape our world, TED Conference Presentation, July 21, . (Accessed January 11, 2014).
    • Slavin K. How algorithms shape our world, TED Conference Presentation, July 21, 2011. www.ted.com/talks/kevin_slavin_how_algorithms_shape_our_world.html. (Accessed January 11, 2014).
    • (2011)
    • Slavin, K.1
  • 30
    • 84903280805 scopus 로고    scopus 로고
    • Does high public debt consistently stifle economic growth? A critique of Reinhart and Rogoff, Working Paper Series 322, Political Commentary Research Institute, Available at: . (Accessed February 4, 2014).
    • Herndon T, Ash M, Pollin R. Does high public debt consistently stifle economic growth? A critique of Reinhart and Rogoff, Working Paper Series 322, Political Commentary Research Institute, 2013. Available at: http://www.peri.umass.edu/fileadmin/pdf/working_papers/working_papers_301-350/WP322.pdf. (Accessed February 4, 2014).
    • (2013)
    • Herndon, T.1    Ash, M.2    Pollin, R.3
  • 31
    • 84903280806 scopus 로고    scopus 로고
    • Response to Herndon, Ash, and Pollin. New York Times, April 18, Available at: . (Accessed February 4, 2014).
    • Reinhart CM, Rogoff KS. Response to Herndon, Ash, and Pollin. New York Times, April 18, 2013. Available at: http://www.nytimes.com/interactive/2013/04/17/business/17economix-response.html. (Accessed February 4, 2014).
    • (2013)
    • Reinhart, C.M.1    Rogoff, K.S.2
  • 32
    • 84903280807 scopus 로고    scopus 로고
    • The pending marriage of big data and statistics. Significance
    • Fung K. The pending marriage of big data and statistics. Significance, 2013, 25.
    • (2013) , pp. 25
    • Fung, K.1
  • 33
    • 26444582963 scopus 로고    scopus 로고
    • How to lie with bad data
    • De Veaux RD, Hand DJ. How to lie with bad data. Stat Sci 2005, 20:231-38.
    • (2005) Stat Sci , vol.20 , pp. 231-238
    • De Veaux, R.D.1    Hand, D.J.2
  • 34
    • 84892713607 scopus 로고    scopus 로고
    • Breaking down barriers. Quality Progress, January, 16-22.
    • Liu S. Breaking down barriers. Quality Progress, January 2014, 16-22.
    • (2014)
    • Liu, S.1
  • 35
    • 0003572830 scopus 로고    scopus 로고
    • Statistics Division of the American Society for Quality. . 3rd ed. Milwaukee, WI: Quality Press; .
    • Statistics Division of the American Society for Quality. Glossary and Tables for Statistical Quality Control. 3rd ed. Milwaukee, WI: Quality Press; 1996.
    • (1996) Glossary and Tables for Statistical Quality Control
  • 37
    • 84872453565 scopus 로고    scopus 로고
    • Inquiry on pedigree - do you know the quality and origin of your data? Quality Progress, December, 66-68.
    • Snee RD, Hoerl RW. Inquiry on pedigree - do you know the quality and origin of your data? Quality Progress, December, 2012, 66-68.
    • (2012)
    • Snee, R.D.1    Hoerl, R.W.2
  • 42
    • 76649123941 scopus 로고    scopus 로고
    • Moving the statistics profession forward to the next level
    • Hoerl RW, Snee RD. Moving the statistics profession forward to the next level. Am Stat 2010, 64:1.
    • (2010) Am Stat , vol.64 , pp. 1
    • Hoerl, R.W.1    Snee, R.D.2
  • 43
    • 84952126648 scopus 로고
    • Validation of regression models: methods and examples
    • Snee RD. Validation of regression models: methods and examples. Technometrics 1977, 19:415-428.
    • (1977) Technometrics , vol.19 , pp. 415-428
    • Snee, R.D.1
  • 44
    • 84903280810 scopus 로고    scopus 로고
    • What's the next big thing in quality management?
    • Snee RD, Hoerl RW. What's the next big thing in quality management? Qual Manag Forum 2010, 36:3.
    • (2010) Qual Manag Forum , vol.36 , pp. 3
    • Snee, R.D.1    Hoerl, R.W.2
  • 46
    • 84903280801 scopus 로고    scopus 로고
    • Available at: (Accessed 1/24/2014).
    • Available at: http://stat.duke.edu/datafest. (Accessed 1/24/2014).
  • 48
    • 84903280802 scopus 로고    scopus 로고
    • The problem of reproducibility. CHANCE, 25:4-7. Available at: x. (Accessed January 28, 2014).
    • Ince D. The problem of reproducibility. CHANCE 2012, 25:4-7. Available at: http://chance.amstat.org/2012/09/prob-reproducibility/. (Accessed January 28, 2014).
    • (2012)
    • Ince, D.1
  • 49
    • 84903279931 scopus 로고    scopus 로고
    • Disclose all data in publications
    • Baggerly KA. Disclose all data in publications. Nature 2010, 23:467.
    • (2010) Nature , vol.23 , pp. 467
    • Baggerly, K.A.1
  • 50
    • 84903280803 scopus 로고    scopus 로고
    • Available at: . (Accessed 4/23/2014).
    • Available at: http://www.stat.uni-muenchen.de/leisch/Sweave/. (Accessed 4/23/2014).
  • 51
    • 21344484666 scopus 로고
    • Skills for industrial statisticians to survive and prosper in the emerging quality environment
    • Hoerl RW, Hooper JH, Jacobs PJ, Lucas JM. Skills for industrial statisticians to survive and prosper in the emerging quality environment. Am Stat 1993, 47:280-291.
    • (1993) Am Stat , vol.47 , pp. 280-291
    • Hoerl, R.W.1    Hooper, J.H.2    Jacobs, P.J.3    Lucas, J.M.4
  • 52
    • 84903280804 scopus 로고    scopus 로고
    • Available at: . (Accessed 4/23/2014).
    • Available at: http://www.pfizer.com/research/clinical_trials/phases_of_development. (Accessed 4/23/2014).


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.