%0 Conference Paper %1 YunZhang:04:ivcnz %A Zhang, Yun %A Zhang, Mengjie %B Proceeding of Image and Vision Computing NZ International Conference %C Akaroa, New Zealand %D 2004 %E Pairman, David %E North, Heather %E McNeill, Stephen %I Lincoln, Landcare Research %K Modi algorithms, based class classification, genetic image modifying multiple object program programming, recognition, structure, %P 459--465 %T A New Program Structure in Genetic Programming for Object Classification %U http://www.mcs.vuw.ac.nz/~mengjie/papers/1052-yun-meng-ivcnz04.pdf %X genetic programming (GP) for multiclass object classification. Instead of using the standard GP approach where each genetic program returns just one floating number that is then translated into different class labels, this approach invents a new program structure called Modi with multiple outputs. A voting scheme is then applied to these output values to determine the class of the input object. The approach is examined and compared with the basic GP approach on four multiclass object classification tasks with increasing difficulty. The results show that the new approach always outperforms the basic approach with controllable proper setting.

@inproceedings{YunZhang:04:ivcnz, abstract = {genetic programming (GP) for multiclass object classification. Instead of using the standard GP approach where each genetic program returns just one floating number that is then translated into different class labels, this approach invents a new program structure called Modi with multiple outputs. A voting scheme is then applied to these output values to determine the class of the input object. The approach is examined and compared with the basic GP approach on four multiclass object classification tasks with increasing difficulty. The results show that the new approach always outperforms the basic approach with controllable proper setting.}, added-at = {2008-06-19T17:46:40.000+0200}, address = {Akaroa, New Zealand}, author = {Zhang, Yun and Zhang, Mengjie}, biburl = {https://www.bibsonomy.org/bibtex/2051d7001c66e77866a4acc7e62418bf5/brazovayeye}, booktitle = {Proceeding of Image and Vision Computing NZ International Conference}, editor = {Pairman, David and North, Heather and McNeill, Stephen}, interhash = {1a4a14a4a44e4c08e7e27ee7bee98a18}, intrahash = {051d7001c66e77866a4acc7e62418bf5}, keywords = {Modi algorithms, based class classification, genetic image modifying multiple object program programming, recognition, structure,}, month = {November}, notes = {Fri, 02 Jun 2006 17:03:20 +0800}, pages = {459--465}, publisher = {Lincoln, Landcare Research}, size = {6 pages}, timestamp = {2008-06-19T17:55:49.000+0200}, title = {A New Program Structure in Genetic Programming for Object Classification}, url = {http://www.mcs.vuw.ac.nz/~mengjie/papers/1052-yun-meng-ivcnz04.pdf}, year = 2004 }