Compositional data analysis in practice /
Greenacre, Michael J.,
Compositional data analysis in practice / by Michael Greenacre. - Boca Raton : CRC Press, Taylor & Francis Group, c2019 - xiv, 121 pages : illustrations (some color) ; 24 cm. - Chapman & Hall/CRC interdisciplinary statistics .
"A Chapman & Hall book."
Includes bibliographical references and index.
What are compositional data, and why are they special? Geometry and visualization of compositional data. Logratio transformations. Properties and distributions of logratios. Regression models involving compositional data. Dimension reduction using logratio analysis. Clustering of compositional data. The problem of zeros, with some solutions. Simplifying the task: variable selection. Case study: Fatty acids of marine amphipods. Appendix A: Theory of compositional data analysis.Appendix B Bibliography of compositional data analysisAppendix C Computation of compositional data analysisAppendix D Glossary of termsAppendix E Epilogue
9781138316430 (pbk. : alk. paper) 113831661X (hardback : alk. paper) 9781138316614 (hardback : alk. paper) 1138316431 (pbk. : alk. paper)
2018017447
QA76.9.Q36 / G74 2019
001.42
Compositional data analysis in practice / by Michael Greenacre. - Boca Raton : CRC Press, Taylor & Francis Group, c2019 - xiv, 121 pages : illustrations (some color) ; 24 cm. - Chapman & Hall/CRC interdisciplinary statistics .
"A Chapman & Hall book."
Includes bibliographical references and index.
What are compositional data, and why are they special? Geometry and visualization of compositional data. Logratio transformations. Properties and distributions of logratios. Regression models involving compositional data. Dimension reduction using logratio analysis. Clustering of compositional data. The problem of zeros, with some solutions. Simplifying the task: variable selection. Case study: Fatty acids of marine amphipods. Appendix A: Theory of compositional data analysis.Appendix B Bibliography of compositional data analysisAppendix C Computation of compositional data analysisAppendix D Glossary of termsAppendix E Epilogue
9781138316430 (pbk. : alk. paper) 113831661X (hardback : alk. paper) 9781138316614 (hardback : alk. paper) 1138316431 (pbk. : alk. paper)
2018017447
QA76.9.Q36 / G74 2019
001.42