| 000 | 02460nam a22005415i 4500 | ||
|---|---|---|---|
| 001 | 978-3-319-01881-2 | ||
| 003 | DE-He213 | ||
| 005 | 20200421111843.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 131007s2014 gw | s |||| 0|eng d | ||
| 020 |
_a9783319018812 _9978-3-319-01881-2 |
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| 024 | 7 |
_a10.1007/978-3-319-01881-2 _2doi |
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| 050 | 4 | _aTK5102.9 | |
| 050 | 4 | _aTA1637-1638 | |
| 050 | 4 | _aTK7882.S65 | |
| 072 | 7 |
_aTTBM _2bicssc |
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_aUYS _2bicssc |
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_aTEC008000 _2bisacsh |
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| 072 | 7 |
_aCOM073000 _2bisacsh |
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| 082 | 0 | 4 |
_a621.382 _223 |
| 100 | 1 |
_aBahmani, Sohail. _eauthor. |
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| 245 | 1 | 0 |
_aAlgorithms for Sparsity-Constrained Optimization _h[electronic resource] / _cby Sohail Bahmani. |
| 264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2014. |
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| 300 |
_aXXI, 107 p. 13 illus., 12 illus. in color. _bonline resource. |
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| 336 |
_atext _btxt _2rdacontent |
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| 337 |
_acomputer _bc _2rdamedia |
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| 338 |
_aonline resource _bcr _2rdacarrier |
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| 347 |
_atext file _bPDF _2rda |
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| 490 | 1 |
_aSpringer Theses, Recognizing Outstanding Ph.D. Research, _x2190-5053 ; _v261 |
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| 505 | 0 | _aIntroduction -- Preliminaries -- Sparsity-Constrained Optimization -- Background -- 1-bit Compressed Sensing -- Estimation Under Model-Based Sparsity -- Projected Gradient Descent for `p-constrained Least Squares -- Conclusion and Future Work. | |
| 520 | _aThis thesis demonstrates techniques that provide faster and more accurate solutions to a variety of problems in machine learning and signal processing. The author proposes a"greedy" algorithm, deriving sparse solutions with guarantees of optimality. The use of this algorithm removes many of the inaccuracies that occurred with the use of previous models. | ||
| 650 | 0 | _aEngineering. | |
| 650 | 0 | _aImage processing. | |
| 650 | 0 |
_aComputer science _xMathematics. |
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| 650 | 0 | _aComputer mathematics. | |
| 650 | 1 | 4 | _aEngineering. |
| 650 | 2 | 4 | _aSignal, Image and Speech Processing. |
| 650 | 2 | 4 | _aMathematical Applications in Computer Science. |
| 650 | 2 | 4 | _aImage Processing and Computer Vision. |
| 710 | 2 | _aSpringerLink (Online service) | |
| 773 | 0 | _tSpringer eBooks | |
| 776 | 0 | 8 |
_iPrinted edition: _z9783319018805 |
| 830 | 0 |
_aSpringer Theses, Recognizing Outstanding Ph.D. Research, _x2190-5053 ; _v261 |
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| 856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-319-01881-2 |
| 912 | _aZDB-2-ENG | ||
| 942 | _cEBK | ||
| 999 |
_c55662 _d55662 |
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