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010 a| 2020056853;

020 a| 9780429259753q| (ebook);

020 a| 9780429535390q| (epub);

020 z| 9780367201432q| (hardback);

020 z| 9781032016344q| (paperback);

035 a| (WaSeSS)ssj0002479354;

042 a| pcc;

049 a| EREEa| NEHH;

050 00 a| RM301.27;

082 00 a| 615.1072/42| 23;

100 1 a| Tiwari, Ramq| (Ram C.)?| UNAUTHORIZED;

245 10 a| Signal detection for medical scientistsh| [electronic resource] :b| likelihood ratio test-based methodology /c| Ram Tiwari, Jyoti Zalkikar, Lan Huang.;

250 a| First edition.;

260 a| Boca Raton :b| CRC Press,c| 2021.;

300 a| 1 online resource;

490 0 a| Biostatistics series;

504 a| Includes bibliographical references and index.;

505 0 a| Data mining methods for signal detection -- Basic LRT method -- LRT methods for drug classes -- ZIP-LRT method for modeling extra-zeros -- LRT method for active safety surveillance with exposure information -- LRT-based methodologies for analysis of multiple studies -- LRT methods in medical device safety evaluation -- LRT method for multiple-site device data with continuous outcomes -- Use of LRT in site selection.;

506 a| Available only to authorized users.;

520 a| "This book presents the data mining techniques with focus on likelihood ratio test (LRT) based methods for signal detection. It emphasizes computational aspect of LRT methodology and is pertinent for first-time researchers and graduate students venturing into this interesting field. The book is written as a reference book for professionals in pharmaceutical industry, manufactures of medical devices, and regulatory agencies. The book deals with the signal detection in drug/device evaluation, which is important in the post-market evaluation of medical products, and in the pre-market signal detection during clinical trials for monitoring procedures"--c| Provided by publisher.;

538 a| Mode of access: World Wide Web;

588 a| Description based on print version record and CIP data provided by publisher.;

650 0 a| Drugsx| Testingx| Statistical methods.=| ^A4660;

650 0 a| Signal detectionx| Statistical methods.=| ^A61797;

650 0 a| Statistical hypothesis testing.=| ^A26237;

650 0 a| Data miningx| Statistical methods.=| ^A1380218;

655 0 a| Electronic books.=| ^A491897;

700 1 a| Zalkikar, Jyoti.?| UNAUTHORIZED;

700 1 a| Huang, Lanc| (Statistician)?| UNAUTHORIZED;

856 40 z| Full text available from Taylor & Francis eBooksu| https://go.openathens.net/redirector/ecu.edu?url=https%3A%2F%2Fwww.taylorfrancis.com%2Fbooks%2F9780429259753;

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999 a| CLICK ON WEB ADDRESSw| ASISc| 1i| 6686651-2001l| HSLELECm| HSLr| Ys| Yt| HEBKu| 12/19/2025x| EBOOKz| HERESOURCE;

999 a| CLICK ON WEB ADDRESSw| ASISc| 1i| 6686651-3001l| MNETm| JMUSICr| Ys| Yt| MNESSBKu| 12/19/2025x| EBOOKz| JERESOURCE;

Signal detection for medical scientists likelihood ratio test-based methodology / Ram Tiwari, Jyoti Zalkikar, Lan Huang.

Author/creator	Tiwari, Ram
Other author	Zalkikar, Jyoti.
Other author	Huang, Lan (Statistician)
Format	Electronic
Edition	First edition.
Publication Info	Boca Raton : CRC Press, 2021.
Description	1 online resource
Supplemental Content	Full text available from Taylor & Francis eBooks
Subjects	Drugs--Testing. --Statistical methods. Signal detection--Statistical methods. Statistical hypothesis testing. Data mining--Statistical methods.

Series	Biostatistics series
Contents	Data mining methods for signal detection -- Basic LRT method -- LRT methods for drug classes -- ZIP-LRT method for modeling extra-zeros -- LRT method for active safety surveillance with exposure information -- LRT-based methodologies for analysis of multiple studies -- LRT methods in medical device safety evaluation -- LRT method for multiple-site device data with continuous outcomes -- Use of LRT in site selection.
Abstract	"This book presents the data mining techniques with focus on likelihood ratio test (LRT) based methods for signal detection. It emphasizes computational aspect of LRT methodology and is pertinent for first-time researchers and graduate students venturing into this interesting field. The book is written as a reference book for professionals in pharmaceutical industry, manufactures of medical devices, and regulatory agencies. The book deals with the signal detection in drug/device evaluation, which is important in the post-market evaluation of medical products, and in the pre-market signal detection during clinical trials for monitoring procedures"-- Provided by publisher.
Bibliography note	Includes bibliographical references and index.
Access restriction	Available only to authorized users.
Technical details	Mode of access: World Wide Web
Source of description	Description based on print version record and CIP data provided by publisher.
Issued in other form	Print version: Tiwari, Ram (Ram C.). Signal detection for medical scientists First edition. Boca Raton : CRC Press, 2021. 9780367201432
Genre/form	Electronic books.
LCCN	2020056853
ISBN	9780429259753 (ebook)
ISBN	9780429535390 (epub)
ISBN	(hardback)
ISBN	(paperback)

Signal detection for medical scientists likelihood ratio test-based methodology / Ram Tiwari, Jyoti Zalkikar, Lan Huang.

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