posted by user: gdineshcse || 2113 views || tracked by 1 users: [display]

BL-ICML 2010 : ICML-2010 Workshop on Budgeted Learning

FacebookTwitterLinkedInGoogle

Link: http://www.dmargineantu.net/workshop/BudgetedLearning_ICML-2010
 
When Jun 25, 2010 - Jun 25, 2010
Where Haifa, Israel
Submission Deadline May 8, 2010
Notification Due May 23, 2010
Categories    machine learning
 

Call For Papers

---------------------------------------------------
== Call for Papers and Demos ==

ICML-2010 Workshop on BUDGETED LEARNING
Haifa, Israel
June 25, 2010

Submission Deadline: May 8, 2010
Notification of acceptance: May 23, 2010
---------------------------------------------------

Workshop home: http://www.dmargineantu.net/workshop/BudgetedLearning_ICML-2010

We would like to invite submissions to the ICML-2010 workshop on BUDGETED LEARNING. The workshop will mainly focus on algorithms and techniques that are required to learn on a fixed budget in the presence of non-uniform cost functions for the acquisition of feature values, labels, or entire instances, and for prediction errors. The organizers are seeking high quality contributions describing recent or ongoing work in the scope of Budgeted Learning. Both theoretical and applied work is solicited; demonstrations of experimental and/or deployed systems are especially encouraged.

Research questions and areas of interest include:
* Active learning with limited labeling resources
* Incorporating feature acquisition costs into learning algorithms
* Handling false alarm budgets in anomaly detection
* Utility/cost structures for acquiring individual features of instances
* Planning and search with limited resources
* Online learning where learner on a budget chooses to use and pay for the instances
* Budgeted learning of policies and sequential decision models (RL, KWIK learning, online learning)
* Learning with limited resources in adversarial settings and limited rationality
* Applications and their requirements for budgeted learning
* Evaluation and testing issues related to budgeted learning and decision systems
* Intelligent user interfaces that facilitate labeling and lower label/feature cost
* Labeled data as a commodity - Mechanical Turk and market design for labeling


Workshop Organizers
===================
Dragos Margineantu, Boeing Research & Technology (dragos.d.margineantu@boeing.com)
Russell Greiner, University of Alberta
Tomas Singliar, Boeing Research & Technology
Prem Melville, IBM Research (pmelvil@us.ibm.com)

Related Resources

CFAgentic @ ICML 2025   ICML 2025 Workshop on Collaborative and Federated Agentic Workflows
Ei/Scopus-CCNML 2025   2025 5th International Conference on Communications, Networking and Machine Learning (CCNML 2025)
Ei/Scopus-SGGEA 2025   2025 2nd Asia Conference on Smart Grid, Green Energy and Applications (SGGEA 2025)
DataWorld ICML 2025   DataWorld: Unifying Data Curation Frameworks Across Domains (ICML 2025 Workshop)
IEEE-ACAI 2025   2025 IEEE 8th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI 2025)
WTAIG 2025   ICML 2025 Workshop on Technical AI Governance
ICML 2025   International Conference on Machine Learning
Ei/Scopus-IPCML 2025   2025 International Conference on Image Processing, Communications and Machine Learning (IPCML 2025)
ICML XX 2025   XX International Conference on Minority Languages / XX Congreso Internacional de Idiomas Minoritarios
Ei/Scopus-MLBDM 2025   2025 5th International Conference on Machine Learning and Big Data Management (MLBDM 2025)