予測分析とは? わかりやすく解説

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予測分析

出典: フリー百科事典『ウィキペディア(Wikipedia)』 (2023/04/08 06:21 UTC 版)

予測分析 (よそくぶんせき、: predictive analytics)は、データマイニング予測的モデリング英語版機械学習などのさまざまな統計手法を包含しており、現在および過去の事実を分析して、将来または未知のイベントについて予測を行う[1][2]


  1. ^ a b Nyce, Charles (2007), Predictive Analytics White Paper, American Institute for Chartered Property Casualty Underwriters/Insurance Institute of America, p. 1, https://www.the-digital-insurer.com/wp-content/uploads/2013/12/78-Predictive-Modeling-White-Paper.pdf 
  2. ^ Eckerson, Wayne (May 10, 2007), Extending the Value of Your Data Warehousing Investment, The Data Warehouse Institute, http://tdwi.org/articles/2007/05/10/predictive-analytics.aspx?sc_lang=en 
  3. ^ Coker, Frank (2014). Pulse: Understanding the Vital Signs of Your Business (1st ed.). Bellevue, WA: Ambient Light Publishing. pp. 30, 39, 42, more. ISBN 978-0-9893086-0-1 
  4. ^ Conz, Nathan (September 2, 2008), “Insurers Shift to Customer-focused Predictive Analytics Technologies”, Insurance & Technology, オリジナルのJuly 22, 2012時点におけるアーカイブ。, https://web.archive.org/web/20120722013733/http://www.insurancetech.com/business-intelligence/210600271 2012年7月2日閲覧。 
  5. ^ Fletcher, Heather (March 2, 2011), “The 7 Best Uses for Predictive Analytics in Multichannel Marketing”, Target Marketing, http://www.targetmarketingmag.com/article/7-best-uses-predictive-analytics-modeling-multichannel-marketing/1# 
  6. ^ Korn, Sue (April 21, 2011), “The Opportunity for Predictive Analytics in Finance”, HPC Wire, http://www.hpcwire.com/hpcwire/2011-04-21/the_opportunity_for_predictive_analytics_in_finance.html 
  7. ^ Barkin, Eric (May 2011), “CRM + Predictive Analytics: Why It All Adds Up”, Destination CRM, http://www.destinationcrm.com/Articles/Editorial/Magazine-Features/CRM---Predictive-Analytics-Why-It-All-Adds-Up-74700.aspx 
  8. ^ Das, Krantik; Vidyashankar, G.S. (July 1, 2006), “Competitive Advantage in Retail Through Analytics: Developing Insights, Creating Value”, Information Management, http://www.information-management.com/infodirect/20060707/1057744-1.html 
  9. ^ McDonald, Michèle (September 2, 2010), “New Technology Taps 'Predictive Analytics' to Target Travel Recommendations”, Travel Market Report, オリジナルのSeptember 10, 2015時点におけるアーカイブ。, https://web.archive.org/web/20150910175014/http://www.travelmarketreport.com/technology?articleID=4259&LP=1, 
  10. ^ Moreira-Matias, Luís; Gama, João; Ferreira, Michel; Mendes-Moreira, João; Damas, Luis (2016-02-01). “Time-evolving O-D matrix estimation using high-speed GPS data streams”. Expert Systems with Applications 44: 275–288. doi:10.1016/j.eswa.2015.08.048. http://repositorio.inesctec.pt/handle/123456789/5315. 
  11. ^ Stevenson, Erin (December 16, 2011), “Tech Beat: Can you pronounce health care predictive analytics?”, Times-Standard, オリジナルのAugust 4, 2014時点におけるアーカイブ。, https://web.archive.org/web/20140804030717/http://www.times-standard.com/business/ci_19561141 2012年7月2日閲覧。 
  12. ^ Lindert, Bryan (October 2014). “Eckerd Rapid Safety Feedback Bringing Business Intelligence to Child Welfare”. Policy & Practice. http://static.eckerd.org/wp-content/uploads/Eckerd.pdf 2016年3月3日閲覧。. 
  13. ^ Florida Leverages Predictive Analytics to Prevent Child Fatalities -- Other States Follow”. The Huffington Post (2015年12月21日). 2016年3月25日閲覧。
  14. ^ McKay, Lauren (August 2009), “The New Prescription for Pharma”, Destination CRM, オリジナルの2015-07-10時点におけるアーカイブ。, https://web.archive.org/web/20150710045913/http://www.destinationcrm.com/articles/Web-Exclusives/Web-Only-Bonus-Articles/The-New-Prescription-for-Pharma-55774.aspx 2012年7月2日閲覧。 
  15. ^ Gaeth. “Evaluating Predictive Analytics for Capacity Planning”. www.hisa.org.au. 2018年11月22日閲覧。
  16. ^ De, Shaunak; Maity, Abhishek; Goel, Vritti; Shitole, Sanjay; Bhattacharya, Avik (2017). “Predicting the popularity of instagram posts for a lifestyle magazine using deep learning”. 2017 2nd International Conference on Communication Systems, Computing and IT Applications (CSCITA). pp. 174–177. doi:10.1109/CSCITA.2017.8066548. ISBN 978-1-5090-4381-1. https://www.semanticscholar.org/paper/c4389f8a63a7be58e007c183a49e491141f9e204 
  17. ^ Personali (2018年10月11日). “UX Optimization Glossary > Data Science > Web Analytics > Predictive Analytics”. www.personali.com. 2018年10月22日閲覧。
  18. ^ Finlay, Steven (2014). Predictive Analytics, Data Mining and Big Data. Myths, Misconceptions and Methods (1st ed.). Basingstoke: Palgrave Macmillan. pp. 237. ISBN 978-1137379276 
  19. ^ Siegel, Eric (2013). Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die (1st ed.). Wiley. ISBN 978-1-1183-5685-2 
  20. ^ Eckerson, Wayne (May 10, 2007), Extending the Value of Your Data Warehousing Investment, The Data Warehouse Institute, http://tdwi.org/articles/2007/05/10/predictive-analytics.aspx?sc_lang=en 
  21. ^ Barkin, Eric (May 2011), “CRM + Predictive Analytics: Why It All Adds Up”, Destination CRM, http://www.destinationcrm.com/Articles/Editorial/Magazine-Features/CRM---Predictive-Analytics-Why-It-All-Adds-Up-74700.aspx 
  22. ^ New Strategies Long Overdue on Measuring Child Welfare Risk - The Chronicle of Social Change” (英語). The Chronicle of Social Change (2016年2月3日). 2016年4月4日閲覧。
  23. ^ A National Strategy to Eliminate Child Abuse and Neglect Fatalities”. Commission to Eliminate Child Abuse and Neglect Fatalities. (2016). 2018年4月14日閲覧。
  24. ^ Dinov, Ivo D.; Heavner, Ben; Tang, Ming; Glusman, Gustavo; Chard, Kyle; Darcy, Mike; Madduri, Ravi; Pa, Judy et al. (2016). “Predictive Big Data Analytics: A Study of Parkinson's Disease using Large, Complex, Heterogeneous, Incongruent, Multi-source and Incomplete Observations”. PLOS ONE 11 (8): e0157077. Bibcode2016PLoSO..1157077D. doi:10.1371/journal.pone.0157077. PMC 4975403. PMID 27494614. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4975403/. 
  25. ^ Predicting judicial decisions of the European Court of Human Rights: a Natural Language Processing perspective
  26. ^ AI predicts outcomes of human rights trials
  27. ^ Dhar, Vasant (April 2011). “Prediction in Financial Markets: The Case for Small Disjuncts”. ACM Transactions on Intelligent Systems and Technology 2 (3). doi:10.1145/1961189.1961191. 
  28. ^ Dhar, Vasant; Chou, Dashin; Provost Foster (October 2000). “Discovering Interesting Patterns in Investment Decision Making with GLOWER – A Genetic Learning Algorithm Overlaid With Entropy Reduction”. Data Mining and Knowledge Discovery 4 (4): 251–280. doi:10.1023/A:1009848126475. http://dl.acm.org/citation.cfm?id=593502. 
  29. ^ Conz, Nathan (September 2, 2008), “Insurers Shift to Customer-focused Predictive Analytics Technologies”, Insurance & Technology, オリジナルのJuly 22, 2012時点におけるアーカイブ。, https://web.archive.org/web/20120722013733/http://www.insurancetech.com/business-intelligence/210600271 2012年7月2日閲覧。 
  30. ^ http://www.hcltech.com/sites/default/files/key_to_monetizing_big_data_via_predictive_analytics.pdf
  31. ^ Schiff, Mike (March 6, 2012), BI Experts: Why Predictive Analytics Will Continue to Grow, The Data Warehouse Institute, http://tdwi.org/Articles/2012/03/06/Predictive-Analytics-Growth.aspx?Page=1 
  32. ^ Predictive Analytics on Evolving Data Streams”. 2020年12月21日閲覧。
  33. ^ Ben-Gal I. Dana A.; Shkolnik N. and Singer (2014). Efficient Construction of Decision Trees by the Dual Information Distance Method. Quality Technology & Quantitative Management (QTQM), 11(1), 133-147. http://www.eng.tau.ac.il/~bengal/DID.pdf. 
  34. ^ Ben-Gal I.; Shavitt Y.; Weinsberg E.; Weinsberg U. (2014). “Peer-to-peer information retrieval using shared-content clustering”. Knowl Inf Syst 39 (2): 383–408. doi:10.1007/s10115-013-0619-9. http://www.eng.tau.ac.il/~bengal/genre_statistics.pdf. 
  35. ^ Halper, Fern (November 1, 2011), “The Top 5 Trends in Predictive Analytics”, Information Management, http://www.information-management.com/issues/21_6/the-top-5-trends-in-redictive-an-alytics-10021460-1.html 
  36. ^ Eckerson, Wayne (May 10, 2007), Extending the Value of Your Data Warehousing Investment, The Data Warehouse Institute, http://tdwi.org/articles/2007/05/10/predictive-analytics.aspx?sc_lang=en 
  37. ^ MacLennan, Jamie (May 1, 2012), 5 Myths about Predictive Analytics, The Data Warehouse Institute, http://tdwi.org/articles/2012/05/01/5-predictive-analytics-myths.aspx 
  38. ^ Temple-Raston, Dina (Oct 8, 2012), Predicting The Future: Fantasy Or A Good Algorithm?, NPR, https://www.npr.org/2012/10/08/162397787/predicting-the-future-fantasy-or-a-good-algorithm 
  39. ^ Alverson, Cameron (Sep 2012), Polling and Statistical Models Can't Predict the Future, Cameron Alverson, http://www.cameronalverson.com/2012/09/polling-and-statistical-models-cant.html 
  40. ^ Shmueli, Galit (2010-08-01). “To Explain or to Predict?” (英語). Statistical Science 25 (3): 289–310. arXiv:1101.0891. doi:10.1214/10-STS330. ISSN 0883-4237. 





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