Regularization and Bayesian Methods for Inverse Problems in Signal and Image Processing (Iste) Hardcover
暫譯: 信號與影像處理中的反問題正則化與貝葉斯方法 (Iste) 精裝版
- 出版商: Wiley
- 出版日期: 2015-03-09
- 售價: $6,020
- 貴賓價: 9.5 折 $5,719
- 語言: 英文
- 頁數: 322
- 裝訂: Hardcover
- ISBN: 1848216378
- ISBN-13: 9781848216372
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相關分類:
機率統計學 Probability-and-statistics
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相關主題
商品描述
The focus of this book is on “ill-posed inverse problems”. These problems cannot be solved only on the basis of observed data. The building of solutions involves the recognition of other pieces of a priori information. These solutions are then specific to the pieces of information taken into account. Clarifying and taking these pieces of information into account is necessary for grasping the domain of validity and the field of application for the solutions built. For too long, the interest in these problems has remained very limited in the signal-image community. However, the community has since recognized that these matters are more interesting and they have become the subject of much greater enthusiasm.
From the application field’s point of view, a significant part of the book is devoted to conventional subjects in the field of inversion: biological and medical imaging, astronomy, non-destructive evaluation, processing of video sequences, target tracking, sensor networks and digital communications.
The variety of chapters is also clear, when we examine the acquisition modalities at stake: conventional modalities, such as tomography and NMR, visible or infrared optical imaging, or more recent modalities such as atomic force imaging and polarized light imaging.
From the application field’s point of view, a significant part of the book is devoted to conventional subjects in the field of inversion: biological and medical imaging, astronomy, non-destructive evaluation, processing of video sequences, target tracking, sensor networks and digital communications.
The variety of chapters is also clear, when we examine the acquisition modalities at stake: conventional modalities, such as tomography and NMR, visible or infrared optical imaging, or more recent modalities such as atomic force imaging and polarized light imaging.
商品描述(中文翻譯)
本書的重點在於「不適定反問題」(ill-posed inverse problems)。這些問題無法僅根據觀察到的數據來解決。解決方案的建立涉及對其他先驗信息的識別。這些解決方案特定於所考慮的信息片段。澄清並考慮這些信息片段對於理解所建立解決方案的有效範圍和應用領域是必要的。長期以來,信號影像社群對這些問題的興趣一直非常有限。然而,該社群已經認識到這些問題更具趣味性,並且它們已成為更大熱情的主題。
從應用領域的角度來看,本書的相當一部分專注於反演領域的傳統主題:生物醫學影像、天文學、無損評估、視頻序列處理、目標追蹤、傳感器網絡和數位通信。
當我們檢視相關的獲取方式時,各章節的多樣性也顯而易見:傳統的獲取方式,如斷層掃描(tomography)和核磁共振(NMR)、可見光或紅外光學影像,或是更近期的獲取方式,如原子力影像(atomic force imaging)和偏振光影像(polarized light imaging)。