posted by user: gdineshcse || 1310 views || tracked by 1 users: [display]

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


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 ==

Haifa, Israel
June 25, 2010

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

Workshop home:

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 (
Russell Greiner, University of Alberta
Tomas Singliar, Boeing Research & Technology
Prem Melville, IBM Research (

Related Resources

ICML 2020   37th International Conference on Machine Learning
ICML 2019   36th International Conference on Machine Learning
ICDMML 2020   【EI SCOPUS】2020 International Conference on Data Mining and Machine Learning
ISBDAI 2020   【Ei Compendex Scopus】2020 International Symposium on Big Data and Artificial Intelligence
AutoML@ICML 2019   6th ICML Workshop on Automated Machine Learning
NEGDEPML 2019   ICML Workshop on Negative Dependence in ML
ICPR 2020   International Conference on Pattern Recognition 2020
RL4RealLife 2019   Reinforcement Learning for Real Life Workshop at ICML 2019
MNLP 2020   4th IEEE Conference on Machine Learning and Natural Language Processing