wray@ptolemy.arc.nasa.gov (Wray Buntine) (04/17/91)
Call for Papers: IJCAI-91 Workshop Evaluating and Changing Representation in Machine Learning The influence of knowledge representation for the success of machine learning systems is well known. The representation language for a learning application is formed by the vocabulary (signature) as well as by the restrictions on the chosen formalism (e.g.\ number of literals). In practical applications the design of the representation for input, available domain knowledge, expert interaction and output can be time-consuming and critical for success. This workshop will focus on studies that empirically or theoretically evaluate representations, their change, and the construction of new terms. Areas of interest include: logical, relational, probabilistic and neural network representations; concept or classifier learning, model-building, knowledge-intensive learning, theory refinement, and other learning tasks; Bayesian, MDL, PAC or complexity theory; and methodologies for acquisition, evaluation and presentation of different representations and their individual components. The workshop will be held on Saturday, 24 August. Submissions (extended abstracts or short papers, 8-15 pages, 1 copy) should be sent to either of the Program Chairpersons. The collection of accepted papers will be provided to participants, and later collective publication of selected papers will be organised. CHAIRPERSONS Katharina Morik Francesco Bergadano GMD University of Torino GMD - PO Box 1240 Dipartimento di Informatica Schloss Birlinghoven corso Svizzera 185 D-5205 Sankt Augustin 1, Germany Torino, 10149, Italy (+49) 2241 14 2670, fax. 14 2889 (+39) 11 7712002, fax. 11 751603 morik@gmdzi.gmd.de bergadan@di.unito.it Wray Buntine RIACS and AI Research Branch NASA Ames Research Center Mail Stop 244-17 Moffett Field, CA, 94035, USA (+1) 415 6043389, fax. 6046997 wray@ptolemy.arc.nasa.gov IMPORTANT DATES Submission: May 15th Acceptance notified: June 15th Final camera ready copy of full paper: July 15th Workshop: August 24th (Sat.) -- Wray Buntine NASA Ames Research Center phone: (415) 604 3389 Mail Stop 244-17 fax: (415) 604 6997 Moffett Field, CA, 94035 email: wray@ptolemy.arc.nasa.gov