A Quality Assuring Multi-armed Bandit Crowdsourcing Mechanism with Incentive Compatible Learning

被引：0

作者：

Jain, Shweta ^{[1
]}

Gujar, Sujit ^{[2
]}

Zoeter, Onno ^{[3
]}

Narahari, Y. ^{[1
]}

机构：

[1] IISc Bangalore, Bengaluru, India

[2] EPFL Lausanne, Lausanne, Switzerland

[3] XRCE Meylan, Meylan, France

来源：

AAMAS'14: PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS & MULTIAGENT SYSTEMS | 2014年

关键词：

Mechanism Design; Multi-armed Bandit; Crowdsourcing;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We develop a novel multi-armed bandit (MAB) mechanism for the problem of selecting a subset of crowd workers to achieve an assured accuracy for each binary labelling task in a cost optimal way. This problem is challenging because workers have unknown qualities and strategic costs.

引用

页码：1609 / 1610

页数：2

共 50 条

[41] Automated Collaborator Selection for Federated Learning with Multi-armed Bandit Agents
Larsson, Hannes
Riaz, Hassam
Ickin, Selim
PROCEEDINGS OF THE 4TH FLEXNETS WORKSHOP ON FLEXIBLE NETWORKS, ARTIFICIAL INTELLIGENCE SUPPORTED NETWORK FLEXIBILITY AND AGILITY (FLEXNETS'21), 2021, : 44 - 49
[42] CONTEXTUAL MULTI-ARMED BANDIT ALGORITHMS FOR PERSONALIZED LEARNING ACTION SELECTION
Manickam, Indu
Lan, Andrew S.
Baraniuk, Richard G.
2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 6344 - 6348
[43] Sustainable Cooperative Coevolution with a Multi-Armed Bandit
De Rainville, Francois-Michel
Sebag, Michele
Gagne, Christian
Schoenauer, Marc
Laurendeau, Denis
GECCO'13: PROCEEDINGS OF THE 2013 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2013, : 1517 - 1524
[44] Identifying Outlier Arms in Multi-Armed Bandit
Zhuang, Honglei
Wang, Chi
Wang, Yifan
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 30 (NIPS 2017), 2017, 30
[45] Characterizing Truthful Multi-Armed Bandit Mechanisms
Babaioff, Moshe
Sharma, Yogeshwer
Slivkins, Aleksandrs
10TH ACM CONFERENCE ON ELECTRONIC COMMERCE - EC 2009, 2009, : 79 - 88
[46] Robust control of the multi-armed bandit problem
Caro, Felipe
Das Gupta, Aparupa
ANNALS OF OPERATIONS RESEARCH, 2022, 317 (02) : 461 - 480
[47] Anytime Algorithms for Multi-Armed Bandit Problems
Kleinberg, Robert
PROCEEDINGS OF THE SEVENTHEENTH ANNUAL ACM-SIAM SYMPOSIUM ON DISCRETE ALGORITHMS, 2006, : 928 - 936
[48] Achieving Privacy in the Adversarial Multi-Armed Bandit
Tossou, Aristide C. Y.
Dimitrakakis, Christos
THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 2653 - 2659
[49] Generic Outlier Detection in Multi-Armed Bandit
Ban, Yikun
He, Jingrui
KDD '20: PROCEEDINGS OF THE 26TH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY & DATA MINING, 2020, : 913 - 923
[50] A modern Bayesian look at the multi-armed bandit
Scott, Steven L.
APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2010, 26 (06) : 639 - 658

← 1 2 3 4 5 →