國立高雄大學圖資館 |

語系: 繁體中文

說明(常見問題)

圖資館首頁

登入

回首頁

切換: 標籤 | MARC模式 | ISBD

Secure networked inference with unre...

Kailkhura, Bhavya.

Secure networked inference with unreliable data sources

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Secure networked inference with unreliable data sourcesby Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney.
作者:	Vempaty, Aditya.
其他作者:	Kailkhura, Bhavya.
出版者:	Singapore :Springer Singapore :2018.
面頁冊數:	xiii, 208 p. :ill., digital ;24 cm.
Contained By:	Springer eBooks
標題:	Computer network architectures.
電子資源:	https://doi.org/10.1007/978-981-13-2312-6
ISBN:	9789811323126$q(electronic bk.)

Secure networked inference with unreliable data sources
Vempaty, Aditya.

Secure networked inference with unreliable data sources[electronic resource] /by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney. - Singapore :Springer Singapore :2018. - xiii, 208 p. :ill., digital ;24 cm.

Chapter 1 Introduction -- Chapter 2 Conventional Inference theories -- Chapter 3 Distributed Detection in Networks -- Chapter 4 Distributed Estimation and Target Localization -- Chapter 5 Distributed Classification and Target Tracking -- Chapter 6 New Research Directions Discussion and conclusions.

The book presents theory and algorithms for secure networked inference in the presence of Byzantines. It derives fundamental limits of networked inference in the presence of Byzantine data and designs robust strategies to ensure reliable performance for several practical network architectures. In particular, it addresses inference (or learning) processes such as detection, estimation or classification, and parallel, hierarchical, and fully decentralized (peer-to-peer) system architectures. Furthermore, it discusses a number of new directions and heuristics to tackle the problem of design complexity in these practical network architectures for inference.

ISBN: 9789811323126$q(electronic bk.)

Standard No.: 10.1007/978-981-13-2312-6doiSubjects--Topical Terms:

197806
Computer network architectures.

LC Class. No.: TK5105.5

Dewey Class. No.: 004.65

Secure networked inference with unreliable data sources
LDR:01957nmm a2200325 a 4500 001 543687
003 DE-He213
005 20180901041057.0
006 m d
007 cr nn 008maaau
008 190430s2018 si s 0 eng d
020 $a 9789811323126$q(electronic bk.)
020 $a 9789811323119$q(paper)
024 7 $a 10.1007/978-981-13-2312-6 $2 doi
035 $a 978-981-13-2312-6
040 $a GP $c GP
041 0 $a eng
050 4 $a TK5105.5
072 7 $a UKN $2 bicssc
072 7 $a COM075000 $2 bisacsh
072 7 $a UKN $2 thema
082 0 4 $a 004.65 $2 23
090 $a TK5105.5 $b .V446 2018
100 1 $a Vempaty, Aditya. $3 821976
245 1 0 $a Secure networked inference with unreliable data sources $h [electronic resource] / $c by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney.
260 $a Singapore : $b Springer Singapore : $b Imprint: Springer, $c 2018.
300 $a xiii, 208 p. : $b ill., digital ; $c 24 cm.
505 0 $a Chapter 1 Introduction -- Chapter 2 Conventional Inference theories -- Chapter 3 Distributed Detection in Networks -- Chapter 4 Distributed Estimation and Target Localization -- Chapter 5 Distributed Classification and Target Tracking -- Chapter 6 New Research Directions Discussion and conclusions.
520 $a The book presents theory and algorithms for secure networked inference in the presence of Byzantines. It derives fundamental limits of networked inference in the presence of Byzantine data and designs robust strategies to ensure reliable performance for several practical network architectures. In particular, it addresses inference (or learning) processes such as detection, estimation or classification, and parallel, hierarchical, and fully decentralized (peer-to-peer) system architectures. Furthermore, it discusses a number of new directions and heuristics to tackle the problem of design complexity in these practical network architectures for inference.
650 0 $a Computer network architectures. $3 197806
650 1 4 $a Computer Communication Networks. $3 218087
650 2 4 $a Systems and Data Security. $3 274481
650 2 4 $a Communications Engineering, Networks. $3 273745
650 2 4 $a Signal, Image and Speech Processing. $3 273768
650 2 4 $a Coding and Information Theory. $3 273763
650 2 4 $a Probability and Statistics in Computer Science. $3 274053
700 1 $a Kailkhura, Bhavya. $3 821977
700 1 $a Varshney, Pramod K. $3 821978
710 2 $a SpringerLink (Online service) $3 273601
773 0 $t Springer eBooks
856 4 0 $u https://doi.org/10.1007/978-981-13-2312-6
950 $a Computer Science (Springer-11645)