東華大學圖書館 |

語系: 繁體中文

說明(常見問題)

回圖書館首頁

手機版館藏查詢

登入

回首頁

切換: 標籤 | MARC模式 | ISBD

The elements of joint learning and o...

Chen, Xi.

FindBook

Google Book

Amazon

博客來

The elements of joint learning and optimization in operations management

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	The elements of joint learning and optimization in operations management/ edited by Xi Chen, Stefanus Jasin, Cong Shi.
其他作者:	Chen, Xi.
出版者:	Cham :Springer International Publishing : : 2022.,
面頁冊數:	xiii, 444 p. :ill. (some col.), digital ;24 cm.
內容註:	Part 1: Generic Tools -- Chapter 1: The Stochastic Multi-armed Bandit Problem -- Chapter 2: Reinforcement Learning -- Chapter 3: Optimal Learning and Optimal Design -- Part 2: Price Optimization -- Chapter 4: Dynamic Pricing with Demand Learning: Emerging Topics and State of the Art -- Chapter 5: Learning and Pricing with Inventory Constraints -- Chapter 6: Dynamic Pricing and Demand Learning in Nonstationary Environments -- Chapter 7: Pricing with High-Dimensional Data -- Part 3: Assortment Optimization -- Chapter 8: Nonparametric Estimation of Choice Models -- Chapter 9: The MNL-Bandit Problem -- Chapter 10: Dynamic Assortment Optimization: Beyond MNL Model -- Part 4: Inventory Optimization -- Chapter 11: Inventory Control with Censored Demand -- Chapter 12: Joint Pricing and Inventory Control with Demand Learning -- Chapter 13: Optimization in the Small-Data, Large-Scale Regime -- Part 5: Healthcare Operations -- Chapter 14: Bandit Procedures for Designing Patient-Centric Clinical Trials -- Chapter 15: Dynamic Treatment Regimes.
Contained By:	Springer Nature eBook
標題:	Production management. -
電子資源:	https://doi.org/10.1007/978-3-031-01926-5
ISBN:	9783031019265

The elements of joint learning and optimization in operations management
The elements of joint learning and optimization in operations management[electronic resource] /edited by Xi Chen, Stefanus Jasin, Cong Shi. - Cham :Springer International Publishing :2022. - xiii, 444 p. :ill. (some col.), digital ;24 cm. - Springer series in supply chain management,v. 182365-6409 ;. - Springer series in supply chain management ;v. 18..

Part 1: Generic Tools -- Chapter 1: The Stochastic Multi-armed Bandit Problem -- Chapter 2: Reinforcement Learning -- Chapter 3: Optimal Learning and Optimal Design -- Part 2: Price Optimization -- Chapter 4: Dynamic Pricing with Demand Learning: Emerging Topics and State of the Art -- Chapter 5: Learning and Pricing with Inventory Constraints -- Chapter 6: Dynamic Pricing and Demand Learning in Nonstationary Environments -- Chapter 7: Pricing with High-Dimensional Data -- Part 3: Assortment Optimization -- Chapter 8: Nonparametric Estimation of Choice Models -- Chapter 9: The MNL-Bandit Problem -- Chapter 10: Dynamic Assortment Optimization: Beyond MNL Model -- Part 4: Inventory Optimization -- Chapter 11: Inventory Control with Censored Demand -- Chapter 12: Joint Pricing and Inventory Control with Demand Learning -- Chapter 13: Optimization in the Small-Data, Large-Scale Regime -- Part 5: Healthcare Operations -- Chapter 14: Bandit Procedures for Designing Patient-Centric Clinical Trials -- Chapter 15: Dynamic Treatment Regimes.

This book examines recent developments in Operations Management, and focuses on four major application areas: dynamic pricing, assortment optimization, supply chain and inventory management, and healthcare operations. Data-driven optimization in which real-time input of data is being used to simultaneously learn the (true) underlying model of a system and optimize its performance, is becoming increasingly important in the last few years, especially with the rise of Big Data.

ISBN: 9783031019265

Standard No.: 10.1007/978-3-031-01926-5doiSubjects--Topical Terms:

518951
Production management.

LC Class. No.: TS155 / .E54 2022

Dewey Class. No.: 658.5

The elements of joint learning and optimization in operations management
LDR:02639nmm a2200337 a 4500 001 2303804
003 DE-He213
005 20220920181950.0
006 m d
007 cr nn 008maaau
008 230409s2022 sz s 0 eng d
020 $a 9783031019265 $q (electronic bk.)
020 $a 9783031019258 $q (paper)
024 7 $a 10.1007/978-3-031-01926-5 $2 doi
035 $a 978-3-031-01926-5
040 $a GP $c GP
041 0 $a eng
050 4 $a TS155 $b .E54 2022
072 7 $a KJMV $2 bicssc
072 7 $a BUS087000 $2 bisacsh
072 7 $a KJMV $2 thema
082 0 4 $a 658.5 $2 23
090 $a TS155 $b .E38 2022
245 0 4 $a The elements of joint learning and optimization in operations management $h [electronic resource] / $c edited by Xi Chen, Stefanus Jasin, Cong Shi.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2022.
300 $a xiii, 444 p. : $b ill. (some col.), digital ; $c 24 cm.
490 1 $a Springer series in supply chain management, $x 2365-6409 ; $v v. 18
505 0 $a Part 1: Generic Tools -- Chapter 1: The Stochastic Multi-armed Bandit Problem -- Chapter 2: Reinforcement Learning -- Chapter 3: Optimal Learning and Optimal Design -- Part 2: Price Optimization -- Chapter 4: Dynamic Pricing with Demand Learning: Emerging Topics and State of the Art -- Chapter 5: Learning and Pricing with Inventory Constraints -- Chapter 6: Dynamic Pricing and Demand Learning in Nonstationary Environments -- Chapter 7: Pricing with High-Dimensional Data -- Part 3: Assortment Optimization -- Chapter 8: Nonparametric Estimation of Choice Models -- Chapter 9: The MNL-Bandit Problem -- Chapter 10: Dynamic Assortment Optimization: Beyond MNL Model -- Part 4: Inventory Optimization -- Chapter 11: Inventory Control with Censored Demand -- Chapter 12: Joint Pricing and Inventory Control with Demand Learning -- Chapter 13: Optimization in the Small-Data, Large-Scale Regime -- Part 5: Healthcare Operations -- Chapter 14: Bandit Procedures for Designing Patient-Centric Clinical Trials -- Chapter 15: Dynamic Treatment Regimes.
520 $a This book examines recent developments in Operations Management, and focuses on four major application areas: dynamic pricing, assortment optimization, supply chain and inventory management, and healthcare operations. Data-driven optimization in which real-time input of data is being used to simultaneously learn the (true) underlying model of a system and optimize its performance, is becoming increasingly important in the last few years, especially with the rise of Big Data.
650 0 $a Production management. $3 518951
650 0 $a Business logistics. $3 648045
650 0 $a Pricing. $3 646182
650 1 4 $a Operations Management. $2 swd $3 1283589
650 2 4 $a Complex Systems. $3 1566441
650 2 4 $a Big Data. $3 3134868
650 2 4 $a IT in Business. $3 2114922
700 1 $a Chen, Xi. $3 1017731
700 1 $a Jasin, Stefanus. $3 3605391
700 1 $a Shi, Cong. $3 3605392
710 2 $a SpringerLink (Online service) $3 836513
773 0 $t Springer Nature eBook
830 0 $a Springer series in supply chain management ; $v v. 18. $3 3605393
856 4 0 $u https://doi.org/10.1007/978-3-031-01926-5
950 $a Business and Management (SpringerNature-41169)