C4.5: programs for machine learning
C4.5: programs for machine learning
The basic ideas in neural networks
Communications of the ACM
Illuminating light: an optical design tool with a luminous-tangible interface
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Emancipated pixels: real-world graphics in the luminous room
Proceedings of the 26th annual conference on Computer graphics and interactive techniques
VIDEOPLACE—an artificial reality
CHI '85 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Light widgets: interacting in every-day spaces
Proceedings of the 7th international conference on Intelligent user interfaces
Machine Learning
A Hierarchical System for Efficient Image Retrieval
ICPR '96 Proceedings of the International Conference on Pattern Recognition (ICPR '96) Volume III-Volume 7276 - Volume 7276
ISWC '00 Proceedings of the 4th IEEE International Symposium on Wearable Computers
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Human-robot interaction: a survey
Foundations and Trends in Human-Computer Interaction
CueFlik: interactive concept learning in image search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Investigating statistical machine learning as a tool for software development
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Designing games with a purpose
Communications of the ACM - Designing games with a purpose
Integrating rich user feedback into intelligent user interfaces
Proceedings of the 13th international conference on Intelligent user interfaces
ITS '08 Proceedings of the 9th international conference on Intelligent Tutoring Systems
Learning to generalize for complex selection tasks
Proceedings of the 14th international conference on Intelligent user interfaces
New Frontiers in Applied Data Mining
EnsembleMatrix: interactive visualization to support machine learning with multiple classifiers
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Interacting meaningfully with machine learning systems: Three experiments
International Journal of Human-Computer Studies
Surveying the complementary role of automatic data analysis and visualization in knowledge discovery
Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery: Integrating Automated Analysis with Interactive Exploration
Exposing parameters of a trained dynamic model for interactive music creation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Examining difficulties software developers encounter in the adoption of statistical machine learning
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Overview based example selection in end user interactive concept learning
Proceedings of the 22nd annual ACM symposium on User interface software and technology
EuroIMSA '08 Proceedings of the IASTED International Conference on Internet and Multimedia Systems and Applications
Interactive optimization for steering machine classification
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Examining multiple potential models in end-user interactive concept learning
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Real-time interaction with supervised learning
CHI '10 Extended Abstracts on Human Factors in Computing Systems
ACM SIGKDD Explorations Newsletter
Object search: supporting structured queries in web search engines
SS '10 Proceedings of the NAACL HLT 2010 Workshop on Semantic Search
Five design challenges for human computation
Proceedings of the 6th Nordic Conference on Human-Computer Interaction: Extending Boundaries
Learning an interactive segmentation system
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Human model evaluation in interactive supervised learning
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
CueT: human-guided fast and accurate network alarm triage
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Integrating knowledge capture and supervised learning through a human-computer interface
Proceedings of the sixth international conference on Knowledge capture
Designing for effective end-user interaction with machine learning
Proceedings of the 24th annual ACM symposium adjunct on User interface software and technology
A toolkit for designing interactive musical agents
Proceedings of the 23rd Australian Computer-Human Interaction Conference
Working out a common task: design and evaluation of user-intelligent system collaboration
INTERACT'05 Proceedings of the 2005 IFIP TC13 international conference on Human-Computer Interaction
Regroup: interactive machine learning for on-demand group creation in social networks
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Interpretation and trust: designing model-driven visualizations for text analysis
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
End-user interactions with intelligent and autonomous systems
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Human-guided machine learning for fast and accurate network alarm triage
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Sketch-editing games: human-machine communication, game theory and applications
Proceedings of the 25th annual ACM symposium on User interface software and technology
Customizing by doing for responsive video game characters
International Journal of Human-Computer Studies
ACM Transactions on Interactive Intelligent Systems (TiiS)
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Perceptual user interfaces (PUIs) are an important part of ubiquitous computing. Creating such interfaces is difficult because of the image and signal processing knowledge required for creating classifiers. We propose an interactive machine-learning (IML) model that allows users to train, classify/view and correct the classifications. The concept and implementation details of IML are discussed and contrasted with classical machine learning models. Evaluations of two algorithms are also presented. We also briefly describe Image Processing with Crayons (Crayons), which is a tool for creating new camera-based interfaces using a simple painting metaphor. The Crayons tool embodies our notions of interactive machine learning