/LC.GIF&client=easterncarolinaedu)
System identification using regular and quantized observations applications of large deviations principles / Qi He, Le Yi Wang, G. George Yin.
| Author/creator | He, Qi |
| Other author | Wang, Le Yi. |
| Other author | Yin, George, 1954- |
| Format | Electronic |
| Publication Info | New York : Springer, |
| Description | xii, 95 p. : ill. ; 24 cm. |
| Supplemental Content | Full text available from Springer Books |
| Supplemental Content | Full text available from Springer Nature - Springer Mathematics and Statistics eBooks 2013 English International |
| Subjects |
| Series | SpringerBriefs in Mathematics SpringerBriefs in mathematics. ^A1256596 |
| Contents | Introduction and overview -- System identification: formulation -- Large deviations: an introduction -- LDP of system identification under independent and identically distributed observation noises -- LDP of system identification under mixing observation noises -- Applications to battery diagnosis -- Applications to medical signal processing -- Applications to electric machines -- Remarks and conclusion. |
| Abstract | This brief presents characterizations of identification errors under a probabilistic framework when output sensors are binary, quantized, or regular. By considering both space complexity in terms of signal quantization and time complexity with respect to data window sizes, this study provides a new perspective to understand the fundamental relationship between probabilistic errors and resources, which may represent data sizes in computer usage, computational complexity in algorithms, sample sizes in statistical analysis and channel bandwidths in communications. |
| Bibliography note | Includes bibliographical references (p. 89-94) and index. |
| Access restriction | Available only to authorized users. |
| Technical details | Mode of access: World Wide Web |
| Genre/form | Electronic books. |
| LCCN | 2012955366 |
| ISBN | 9781461462910 (pbk. : acid-free paper) |
| ISBN | 1461462916 (pbk. : acid-free paper) |
| ISBN | 9781461462927 (eBook) |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | ✔ Available |