Interactive machine learning Export

@inproceedings{citeulike:790403, abstract = {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}, address = {New York, NY, USA}, author = {Fails, Jerry A. and Olsen, Dan R.}, booktitle = {IUI '03: Proceedings of the 8th international conference on Intelligent user interfaces}, citeulike-article-id = {790403}, citeulike-linkout-0 = {http://portal.acm.org/citation.cfm?id=604056}, citeulike-linkout-1 = {http://dx.doi.org/10.1145/604045.604056}, doi = {10.1145/604045.604056}, isbn = {1-58113-586-6}, keywords = {ml, olsen}, location = {Miami, Florida, USA}, pages = {39--45}, posted-at = {2008-05-15 19:24:46}, priority = {2}, publisher = {ACM}, title = {Interactive machine learning}, url = {http://dx.doi.org/10.1145/604045.604056}, year = {2003} }

TY - CONF ID - citeulike:790403 L3 - citeulike-article-id:790403 N2 - 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 CY - Miami, Florida, USA SN - 1-58113-586-6 AD - New York, NY, USA EP - 45 TI - Interactive machine learning PB - ACM T2 - IUI '03: Proceedings of the 8th international conference on Intelligent user interfaces SP - 39 KW - ml KW - olsen AU - Fails, Jerry AU - Olsen, Dan PY - 2003/// UR - http://dx.doi.org/10.1145/604045.604056 ER -