000			03096cam a2200481 i 4500
001			on1144942531
003			OCoLC
005			20240726105134.0
008			190604s2020 mdu ob 001 0 eng d
040			_aP@U _beng _erda _epn _cP@U _dNT _dOCLCO _dYDX _dEBLCP _dYDXIT _dOCLCQ _dUX1 _dYDXIT _dOCLCF _dUKAHL _dOCLCQ _dOCLCA _dOCLCQ _dK6U _dOCLCO
020			_a9781421436722 _q((electronic)l(electronic)ctronic)
050	0	4	_aRC523 _b.F863 2020
049			_aMAIN
100	1		_aIrimata, Katherine E., _d1990- _e1
245	1	0	_aFundamental statistical methods for analysis of Alzheimer's and other neurodegenerative diseases /Katherine E. Irimata, Brittany N. Dugger, Jeffrey R. Wilson.
260			_aBaltimore, Maryland : _bJohns Hopkins University Press, _c(c)2020.
300			_a1 online resource
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
347			_adata file _2rda
504			_a2
505	0	0	_aIntroduction to Statistical Software and Alzheimer's Data -- _tReview of Introductory Statistical Methods -- _tGeneralized Linear Models -- _tHierarchical Regression Models for Continuous Responses -- _tHierarchical Logistic Regression Models -- _tBayesian Regression Models -- _tMultiple Membership Models -- _tSurvival Data Analysis -- _tModeling Responses with Time-Dependent Covariates -- _tJoint Modeling of Mean and Dispersion -- _tNeural Networks and Other Machine Learning Techniques for Big Data -- _tCase Study.
520	0		_a"This book explains statistical techniques commonly used in analyzing data for Alzheimer's and other neurodegenerative diseases, and it presents examples from real-world applications in an effort to make the techniques useful for professionals and students. The book leads readers through the steps of conducting multivariate analyses while adjusting for correlation or the hierarchical structure of data in prediction and inferences. Techniques such as spatial analysis, Bayesian analysis, and time-dependent covariates are included. Several data sets from the National Alzheimer's Coordinating Center are analyzed with statistical software commonly used by Alzheimer's researchers, and the results are shown to readers by way of illustration"-- _cProvided by publisher
530			_a2 _ub
650		0	_aAlzheimer's disease.
650		0	_aBiometry.
650		0	_aNervous system _xDegeneration.
650		0	_aStatistics.
650	1	2	_aStatistics as Topic
650	2	2	_aNeurodegenerative Diseases
650	2	2	_aAlzheimer Disease
650	2	2	_aBiometry
655		1	_aElectronic Books.
700	1		_aWilson, Jeffrey _e1
700	1		_aDugger, Brittany N. _d1982- _e1
700	1		_q(Jeffrey R.),
700	1		_q(Brittany Nicole),
856	4	0	_uhttps://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2266289&site=eds-live&custid=s3260518 _zClick to access digital title | log in using your CIU ID number and my.ciu.edu password
942			_cOB _D _eEB _hRC _m2020 _QOL _R _x _8NFIC _2LOC
994			_a92 _bNT
999			_c90246 _d90246
902			_a1 _bCynthia Snell _c1 _dCynthia Snell