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020 _a9783031050718
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024 7 _a10.1007/978-3-031-05071-8
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245 1 0 _aAI and Big Data in Cardiology
_h[electronic resource] :
_bA Practical Guide /
_cedited by Nicolas Duchateau, Andrew P. King.
250 _a1st ed. 2023.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2023.
300 _aIX, 216 p. 56 illus., 55 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aIntroduction -- AI and Machine Learning: the Basics -- From Machine Learning to Deep Learning -- Measurement and Quantification -- Diagnosis -- Outcome Prediction -- Quality Control -- AI and Decision Support -- AI in the Real World -- Analysis of Non-imaging Data -- Conclusions.
520 _aThis book provides a detailed technical overview of the use and applications of artificial intelligence (AI), machine learning and big data in cardiology. Recent technological advancements in these fields mean that there is significant gain to be had in applying these methodologies into day-to-day clinical practice. Chapters feature detailed technical reviews and highlight key current challenges and limitations, along with the available techniques to address them for each topic covered. Sample data sets are also included to provide hands-on tutorials for readers using Python-based Jupyter notebooks, and are based upon real-world examples to ensure the reader can develop their confidence in applying these techniques to solve everyday clinical problems. Artificial Intelligence and Big Data in Cardiology systematically describes and technically reviews the latest applications of AI and big data within cardiology. It is ideal for use by the trainee and practicing cardiologist and informatician seeking an up-to-date resource on the topic with which to aid them in developing a thorough understanding of both basic concepts and recent advances in the field.
650 0 _aMedical informatics.
650 0 _aCardiology.
650 0 _aBioinformatics.
650 0 _aApplication software.
650 1 4 _aHealth Informatics.
650 2 4 _aCardiology.
650 2 4 _aBioinformatics.
650 2 4 _aComputer and Information Systems Applications.
700 1 _aDuchateau, Nicolas.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
700 1 _aKing, Andrew P.
_eeditor.
_0(orcid)0000-0002-9965-7015
_1https://orcid.org/0000-0002-9965-7015
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031050701
776 0 8 _iPrinted edition:
_z9783031050725
776 0 8 _iPrinted edition:
_z9783031050732
856 4 0 _uhttps://doi.org/10.1007/978-3-031-05071-8
912 _aZDB-2-SME
912 _aZDB-2-SME
942 _cSPRINGER
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