| LDR | | 02261nmm uu200409 4500 |
| 001 | | 000000333258 |
| 005 | | 20240805172707 |
| 008 | | 181129s2018 |||||||||||||||||c||eng d |
| 020 | |
▼a 9780438324534 |
| 035 | |
▼a (MiAaPQ)AAI10815317 |
| 035 | |
▼a (MiAaPQ)berkeley:17802 |
| 040 | |
▼a MiAaPQ
▼c MiAaPQ
▼d 248032 |
| 082 | 0 |
▼a 310 |
| 100 | 1 |
▼a Saha, Sujayam. |
| 245 | 10 |
▼a Information Theory, Dimension Reduction and Density Estimation. |
| 260 | |
▼a [S.l.] :
▼b University of California, Berkeley.,
▼c 2018 |
| 260 | 1 |
▼a Ann Arbor :
▼b ProQuest Dissertations & Theses,
▼c 2018 |
| 300 | |
▼a 160 p. |
| 500 | |
▼a Source: Dissertation Abstracts International, Volume: 80-01(E), Section: B. |
| 500 | |
▼a Advisers: Bin Yu |
| 502 | 1 |
▼a Thesis (Ph.D.)--University of California, Berkeley, 2018. |
| 520 | |
▼a This thesis documents three different contributions in statistical learning theory. They were developed with careful emphasis on addressing the demands of modern statistical analysis upon large-scale modern datasets. The contributions concern th |
| 520 | |
▼a In Chapter 2, I describe the development of an unifying treatment of the study of inequalities between f-divergences, which are a general class of divergences between probability measures which include as special cases many commonly used diverge |
| 520 | |
▼a In Chapter 3, I describe the development of a new dimension reduction technique specially suited for interpretable inference in supervised learning problems involving large-dimensional data. This new technique, Supervised Random Projections (SRP |
| 520 | |
▼a In Chapter 4, I describe the development of several adaptivity properties of the Non-Parametric Maximum Likelihood Estimator (NPMLE) in the problem of estimating an unknown gaussian location mixture density based on independent identically distr |
| 590 | |
▼a School code: 0028. |
| 650 | 4 |
▼a Statistics. |
| 690 | |
▼a 0463 |
| 710 | 20 |
▼a University of California, Berkeley.
▼b Statistics. |
| 773 | 0 |
▼t Dissertation Abstracts International
▼g 80-01B(E). |
| 773 | |
▼t Dissertation Abstract International |
| 790 | |
▼a 0028 |
| 791 | |
▼a Ph.D. |
| 792 | |
▼a 2018 |
| 793 | |
▼a English |
| 856 | 40 |
▼u http://www.riss.kr/pdu/ddodLink.do?id=T14998167
▼n KERIS |
| 980 | |
▼a 201812
▼f 2019 |
| 990 | |
▼a 관리자 |