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008			220131s2022 sz | s |||| 0|eng d
020			_a9783030897123
024	7		_a10.1007/978-3-030-89712-3 _2doi
040			_aTR-AnTOB _beng _erda _cTR-AnTOB
041			_aeng
050		4	_aQA76.9.Q36
072		7	_aTJK _2bicssc
072		7	_aTEC041000 _2bisacsh
072		7	_aTJK _2thema
090			_aQA76.9.Q36EBK
100	1		_aHalawi, Leila. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut
245	1	0	_aHarnessing the Power of Analytics _h[electronic resource] / _cby Leila Halawi, Amal Clarke, Kelly George.
250			_a1st ed. 2022.
264		1	_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2022.
300			_a1 online resource
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
347			_atext file _bPDF _2rda
505	0		_aChapter 1. Introduction to Analytics and Data Science -- Chapter 2. Data Types Structure & Data Preparation Process -- Chapter 3. Data Exploration and Data Visualization. Chapter 4. Evaluating Predictive Performance -- Chapter 5. Decision Trees & Ensemble -- Chapter 6. Regression Models -- Chapter 7. Neural Networks -- Chapter 8. Model Deployment.
520			_aThis text highlights the difference between analytics and data science, using predictive analytic techniques to analyze different historical data, including aviation data and concrete data, interpreting the predictive models, and highlighting the steps to deploy the models and the steps ahead. The book combines the conceptual perspective and a hands-on approach to predictive analytics using SAS VIYA, an analytic and data management platform. The authors use SAS VIYA to focus on analytics to solve problems, highlight how analytics is applied in the airline and business environment, and compare several different modeling techniques. They decipher complex algorithms to demonstrate how they can be applied and explained within improving decisions.
650		0	_aTelecommunication.
650		0	_aComputational intelligence.
650		0	_aData mining.
650		0	_aBusiness information services.
650	1	4	_aCommunications Engineering, Networks.
650	2	4	_aComputational Intelligence.
650	2	4	_aData Mining and Knowledge Discovery.
650	2	4	_aIT in Business.
653		0	_aPredictive analytics
700	1		_aClarke, Amal. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut
700	1		_aGeorge, Kelly. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut
710	2		_aSpringerLink (Online service)
856	4	0	_uhttps://doi.org/10.1007/978-3-030-89712-3 _3Springer eBooks _zOnline access link to the resource
942			_2lcc _cEBK