| 000 | 02508cam a2200457 i 4500 | ||
|---|---|---|---|
| 001 | 22286620 | ||
| 003 | OSt | ||
| 005 | 20240729113437.0 | ||
| 008 | 211026t20192019enk b 001 0 eng d | ||
| 010 | _a 2021277362 | ||
| 020 |
_a9780128136591 _qpaperback |
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| 020 |
_a0128136596 _qpaperback |
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| 020 |
_z9780128136607 _qelectronic book |
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| 035 | _a(OCoLC)on1022780543 | ||
| 040 |
_aYDX _beng _cTUPM _erda _dBDX _dOCLCQ _dWAU _dYDXIT _dOCLCF _dDLC |
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| 042 | _alccopycat | ||
| 050 | 0 |
_aGS Q _b325.5 D44 2019 |
|
| 245 | 0 | 0 |
_aDeep learning through sparse and low-rank modeling / _cedited by Zhangyang Wang, Yun Fu, Thomas S. Huang. |
| 264 | 1 |
_aLondon ; _aSan Diego : _bAcademic Press, an imprint of Elsevier, _c[2019] |
|
| 264 | 1 | _c©2019 | |
| 300 |
_axvii, 277 pages ; _c24 cm |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_aunmediated _bn _2rdamedia |
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| 338 |
_avolume _bnc _2rdacarrier |
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| 490 | 0 | _aComputer vision and pattern recognition series | |
| 504 | _aIncludes bibliographical references and index. | ||
| 520 | _aDeep Learning through Sparse Representation and Low-Rank Modeling bridges classical sparse and low rank models-those that emphasize problem-specific Interpretability-with recent deep network models that have enabled a larger learning capacity and better utilization of Big Data. It shows how the toolkit of deep learning is closely tied with the sparse/low rank methods and algorithms, providing a rich variety of theoretical and analytic tools to guide the design and interpretation of deep learning models. The development of the theory and models is supported by a wide variety of applications in computer vision, machine learning, signal processing, and data mining. This book will be highly useful for researchers, graduate students and practitioners working in the fields of computer vision, machine learning, signal processing, optimization and statistics. | ||
| 650 | 1 | 0 | _aMachine learning. |
| 650 | 1 | 0 | _aBig data. |
| 650 | 1 | 0 | _aData mining. |
| 650 | 1 | 0 |
_aBig data. _2fast _0(OCoLC)fst01892965 |
| 650 | 1 | 0 |
_aData mining. _2fast _0(OCoLC)fst00887946 |
| 650 | 1 | 0 |
_aMachine learning. _2fast _0(OCoLC)fst01004795 |
| 700 | 1 |
_aWang, Zhangyang, _eeditor. |
|
| 700 | 1 |
_aFu, Yun, _eeditor. |
|
| 700 | 1 |
_aHuang, Thomas S., _d1936- _eeditor. |
|
| 830 | 0 | _aComputer vision and pattern recognition series. | |
| 906 |
_a7 _bcbc _ccopycat _d2 _encip _f20 _gy-gencatlg |
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| 942 |
_2lcc _cBK |
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| 999 |
_c3330 _d3330 |
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