TY - BOOK AU - Yang,Zheng Rong TI - Biological pattern discovery with R: machine learning approaches SN - 9789811240126 AV - QH324.2 .Y36 2021 U1 - 570.1/13 23 PY - 2021/// CY - Singapore PB - World Scientific KW - Biological systems KW - Simulation methods KW - Pattern recognition systems KW - Electronic books N1 - Includes bibliographical references and index; Introduction -- Responsive gene discovery -- Protease cleavage pattern discovery -- Genetic-epigenetic interplay discovery -- Spectral pattern discovery -- Gene expression pattern discovery -- Whole genome pattern discovery -- Optimised peptide pattern discovery -- Advanced subjects N2 - "This book provides the research directions for new or junior researchers who are going to use machine learning approaches for biological pattern discovery. The book was written based on the research experience of the author's several research projects in collaboration with biologists worldwide. The chapters are organised to address individual biological pattern discovery problems. For each subject, the research methodologies and the machine learning algorithms which can be employed are introduced and compared. Importantly, each chapter was written with the aim to help the readers to transfer their knowledge in theory to practical implementation smoothly. Therefore, the R programming environment was used for each subject in the chapters. The author hopes that this book can inspire new or junior researchers' interest in biological pattern discovery using machine learning algorithms"-- UR - https://www.worldscientific.com/worldscibooks/10.1142/12366#t=toc ER -