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、英: predictive analytics)は、データマイニング、予測的モデリング、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]。
- ^ a b Nyce, Charles (2007), Predictive Analytics White Paper, American Institute for Chartered Property Casualty Underwriters/Insurance Institute of America, p. 1
- ^ Eckerson, Wayne (May 10, 2007), Extending the Value of Your Data Warehousing Investment, The Data Warehouse Institute
- ^ 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
- ^ 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。 2012年7月2日閲覧。
- ^ Fletcher, Heather (March 2, 2011), “The 7 Best Uses for Predictive Analytics in Multichannel Marketing”, Target Marketing
- ^ Korn, Sue (April 21, 2011), “The Opportunity for Predictive Analytics in Finance”, HPC Wire
- ^ Barkin, Eric (May 2011), “CRM + Predictive Analytics: Why It All Adds Up”, Destination CRM
- ^ Das, Krantik; Vidyashankar, G.S. (July 1, 2006), “Competitive Advantage in Retail Through Analytics: Developing Insights, Creating Value”, Information Management
- ^ 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。
- ^ 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 .
- ^ 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。 2012年7月2日閲覧。
- ^ Lindert, Bryan (October 2014). “Eckerd Rapid Safety Feedback Bringing Business Intelligence to Child Welfare”. Policy & Practice 2016年3月3日閲覧。.
- ^ “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。
- ^ 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。 2012年7月2日閲覧。
- ^ Gaeth. “Evaluating Predictive Analytics for Capacity Planning”. www.hisa.org.au. 2018年11月22日閲覧。
- ^ 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
- ^ 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。
- ^ Finlay, Steven (2014). Predictive Analytics, Data Mining and Big Data. Myths, Misconceptions and Methods (1st ed.). Basingstoke: Palgrave Macmillan. pp. 237. ISBN 978-1137379276
- ^ 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
- ^ Eckerson, Wayne (May 10, 2007), Extending the Value of Your Data Warehousing Investment, The Data Warehouse Institute
- ^ Barkin, Eric (May 2011), “CRM + Predictive Analytics: Why It All Adds Up”, Destination CRM
- ^ “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。
- ^ “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。
- ^ 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. Bibcode: 2016PLoSO..1157077D. doi:10.1371/journal.pone.0157077. PMC 4975403. PMID 27494614 .
- ^ Predicting judicial decisions of the European Court of Human Rights: a Natural Language Processing perspective
- ^ AI predicts outcomes of human rights trials
- ^ 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.
- ^ 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 .
- ^ 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。 2012年7月2日閲覧。
- ^ http://www.hcltech.com/sites/default/files/key_to_monetizing_big_data_via_predictive_analytics.pdf
- ^ Schiff, Mike (March 6, 2012), BI Experts: Why Predictive Analytics Will Continue to Grow, The Data Warehouse Institute
- ^ “Predictive Analytics on Evolving Data Streams”. 2020年12月21日閲覧。
- ^ 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 .
- ^ 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 .
- ^ Halper, Fern (November 1, 2011), “The Top 5 Trends in Predictive Analytics”, Information Management
- ^ Eckerson, Wayne (May 10, 2007), Extending the Value of Your Data Warehousing Investment, The Data Warehouse Institute
- ^ MacLennan, Jamie (May 1, 2012), 5 Myths about Predictive Analytics, The Data Warehouse Institute
- ^ Temple-Raston, Dina (Oct 8, 2012), Predicting The Future: Fantasy Or A Good Algorithm?, NPR
- ^ Alverson, Cameron (Sep 2012), Polling and Statistical Models Can't Predict the Future, Cameron Alverson
- ^ 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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