By Mani Abedini, Michael Kirley (auth.), Dianhui Wang, Mark Reynolds (eds.)
This booklet constitutes the refereed lawsuits of the twenty fourth Australasian Joint convention on synthetic Intelligence, AI 2011, held in Perth, Australia, in December 2011. The eighty two revised complete papers awarded have been conscientiously reviewed and chosen from 193 submissions. The papers are prepared in topical sections on information mining and data discovery, laptop studying, evolutionary computation and optimization, clever agent structures, good judgment and reasoning, imaginative and prescient and portraits, photograph processing, typical language processing, cognitive modeling and simulation know-how, and AI applications.
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Additional resources for AI 2011: Advances in Artificial Intelligence: 24th Australasian Joint Conference, Perth, Australia, December 5-8, 2011. Proceedings
References 1. : Imposing tree-based topologies onto self organizing maps. Information Sciences 181(18), 3798–3815 (2011) 2. : Modern Information Retrieval. , Boston (1999) 3. : Clustering unlabeled data with SOMs improves classification of labeled real-world data. In: Proc. of the 2002 International Joint Conference on Neural Networks, IJCNN 2002, vol. 3, pp. 2237–2242 (2002) 4. : Semi-supervised clustering using genetic algorithms. In: Artificial Neural Networks in Engineering (ANNIE 1999), pp.
The three classiﬁers utilized the same parameters, which are described in Section 4. Besides, while the LVQ1 and the SOM utilized 128 neurons, the results shown for the TTOSOM include only 15 neurons. As per our results, the TTOSOM, using only a small percentage of the neurons used in the SOM and LVQ1 (almost 10%), outperforms their recognition capabilities in all six datasets. Apart from the above, observe that the classiﬁcation results oﬀered by the TTOSOM are comparable to the ones obtained by the k-NN.
This paper presents a classifier which uses a tree-based Neural Network (NN), and uses both, unlabeled and labeled instances. First, we learn the structure of the data distribution in an unsupervised manner. After convergence, and once labeled data become available, our strategy tags each of the clusters according to the evidence provided by the instances. Unlike other neighborhood-based schemes, our classifier uses only a small set of representatives whose cardinality can be much smaller than that of the input set.
AI 2011: Advances in Artificial Intelligence: 24th Australasian Joint Conference, Perth, Australia, December 5-8, 2011. Proceedings by Mani Abedini, Michael Kirley (auth.), Dianhui Wang, Mark Reynolds (eds.)