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| 007 | cr |nu|||unuuu | ||
| 008 | 211012s2021 si ob 001 0 eng d | ||
| 010 | _a 2021945791 | ||
| 040 |
_aWSPC _beng _cWSPC |
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| 020 |
_a9789811240126 _q(ebook) |
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| 020 |
_a9811240124 _q(ebook) |
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| 020 |
_z9789811240119 _q(hbk.) |
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| 020 |
_z9811240116 _q(hbk.) |
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| 050 | 4 |
_aQH324.2 _b.Y36 2021 |
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_a570.1/13 _223 |
| 049 | _aMAIN | ||
| 100 | 1 |
_aYang, Zheng Rong. _9178521 |
|
| 245 | 1 | 0 |
_aBiological pattern discovery with R [electronic resource] : _bmachine learning approaches / _cZheng Rong Yang. |
| 260 |
_aSingapore : _bWorld Scientific, _c2021. |
||
| 300 | _a1 online resource (464 p.) | ||
| 504 | _aIncludes bibliographical references and index. | ||
| 505 | 0 | _aIntroduction -- 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. | |
| 520 |
_a"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"-- _cPublisher's website. |
||
| 538 | _aMode of access: World Wide Web. | ||
| 538 | _aSystem requirements: Adobe Acrobat Reader. | ||
| 650 | 0 |
_aBiological systems _xSimulation methods. _923594 |
|
| 650 | 0 |
_aPattern recognition systems. _93953 |
|
| 655 | 0 |
_aElectronic books. _93294 |
|
| 856 | 4 | 0 |
_uhttps://www.worldscientific.com/worldscibooks/10.1142/12366#t=toc _zAccess to full text is restricted to subscribers. |
| 942 | _cEBK | ||
| 999 |
_c97807 _d97807 |
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