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Sparse modeling : theory, algorithms, and applications
- 자료유형
- 전자책
- n895660961
- ISBN
- 9781439828700 (electronic bk.)
- ISBN
- 1439828709 (electronic bk.)
- ISBN
- 1322667411 (ebk)
- ISBN
- 9781322667416 (ebk)
- ISBN
- 1439828695
- ISBN
- 9781439828694
- ISBN
- 9781439828694
- 소장사항
-
MAIN
- 미국회청구기호
- TA342-.R57 2015eb
- DDC
- 003/.74-23
- 청구기호
- 003 R595s
- 저자명
- Rish, Irina , 1969-
- 서명/저자
- Sparse modeling : theory, algorithms, and applications / Irina Rish, Genady Ya. Grabarnik
- 형태사항
- 1 online resource (xviii, 231 pages) : illustrations (some color).
- 총서명
- Chapman & Hall/CRC machine learning & pattern recognition series
- 서지주기
- Includes bibliographical references.
- 내용주기
- 완전내용1. Introduction -- 2. Sparse recovery : problem formulations -- 3. Theoretical results (deterministic part) -- 4. Theoretical results (probabilistic part) -- 5. Algorithms for sparse recovery problems -- 6. Beyond LASSO : structured sparsity -- 7. Beyond LASSO : other loss functions -- 8. Sparse graphical models -- 9. Sparse matrix factorization : dictionary learning and beyond.
- 초록/해제
- 요약 :Sparse models are particularly useful in scientific applications, such as biomarker discovery in genetic or neuroimaging data, where the interpretability of a predictive model is essential. Sparsity can also dramatically improve the cost efficiency of signal processing. Sparse Modeling: Theory, Algorithms, and Applications provides an introduction to the growing field of sparse modeling, including application examples, problem formulations that yield sparse solutions, algorithms for finding such solutions, and recent theoretical results on sparse recovery.
- 일반주제명
- Mathematical models
- 일반주제명
- Sampling (Statistics)
- 일반주제명
- Data reduction
- 일반주제명
- Sparse matrices
- 일반주제명
- SCIENCE System Theory.
- 일반주제명
- Data reduction.
- 일반주제명
- Mathematical models.
- 일반주제명
- Sampling (Statistics)
- 일반주제명
- Sparse matrices.
- 기타저자
- Grabarnik, Genady Ya
- 기타형태저록
- Print versionRish, Irina, 1969- Sparse modeling. Boca Raton, FL : CRC Press : Taylor & Francis Group, 2015 9781439828694 (OCoLC)902837893
- 통일총서명
- Chapman & Hall/CRC machine learning & pattern recognition series.
- 전자적 위치 및 접속
- 링크정보보기
- Control Number
- yscl:138710
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