Get New Trends in Applied Artificial Intelligence: 20th PDF

By Katsumi Tanaka (auth.), Hiroshi G. Okuno, Moonis Ali (eds.)

ISBN-10: 3540733221

ISBN-13: 9783540733225

ISBN-10: 3540733256

ISBN-13: 9783540733256

“The actual signal of intelligence isn't wisdom yet imagination.” Albert Einstein utilized arti?cial intelligence researchers were concentrating on constructing and making use of tools and structures to unravel real-life difficulties in all parts incl- ing engineering, technology, undefined, automation & robotics, enterprise & ?nance, th our on-line world, and man–machine interactions. The 20 overseas convention on commercial, Engineering and different functions of utilized clever S- tems (IEA/AIE-2007) held in Kyoto, Japan offered such paintings played via many scientists all over the world. the former IEA/AIE convention held in Japan was once the 9th overseas convention on commercial and Engineering functions of Arti?cial Intelligence and professional platforms (IEA/AIE-1996) in Fukuoka in 1996. The length of eleven years among meetings demanded drastic alterations round utilized paintings- cialintelligenceresearch.ThemaincausesaretherapidexpansionoftheInternet and the deluge of digital and online textual content facts. this system Committee - cusedonAsian-originatingtechnologies,suchasactivemining,integrationofthe web and broadcasting, probability discovery, real-world interactions, and fuzzy common sense functions. The ?rst 4 are from Japan and the final one is from Taiwan and China. We acquired 462 papers from all elements of the realm. every one paper was once despatched to not less than 3 software Committee contributors for overview. simply 116 papers have been chosen for presentation and booklet within the court cases. we want to specific our honest due to this system Committee and all of the reviewers for his or her difficult work.

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Extra resources for New Trends in Applied Artificial Intelligence: 20th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2007, Kyoto, Japan, June 26-29, 2007. Proceedings

Example text

The found subgraph is shown in Fig. 8. This is a three class problem and the task is to find all the frequent subgraphs that are greater than the minimum support in the active compounds and less than the maximum support in the inactive compounds. AGM was extended to handle taxonomy in node labels. Use of taxonomy makes it possible to find more abstract concepts even if there are not enough 16 H. Motoda number of frequent subgraphs at the base level description. The problem is conceptually easy but overgeneralization must be prevented.

An example of input graph classified as positive by DT-ClGBI Fig. 14. 13 The expectation was that these basic patterns appear in the test nodes of the decision tree, but the result was not exactly what was expected. The patterns chosen at each node were subgraphs of the basic patterns. Figure 13 shows one of the decision trees obtained and an input graph that failed in the first and the 20 H. Motoda second tests but passed the third test and classified as positive. A graph of size 50 is not a large graph, but for humans it is complicated enough and not easy to check if it includes the subgraph used for the test.

Two contrasting approaches have been taken to handle this problem, one searching all possible space efficiently devising a good data structure with an appropriate indexing and the other avoiding exhaustive search using Fig. 3. Three isomorphic graphs a greedy algorithm with good heuristics. In this paper, our own work on these two approaches is revisited, AGM family for the former and GBI family for the latter, and how these are applied to solve difficult problems which are not easily solved my other approaches is explained.

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New Trends in Applied Artificial Intelligence: 20th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2007, Kyoto, Japan, June 26-29, 2007. Proceedings by Katsumi Tanaka (auth.), Hiroshi G. Okuno, Moonis Ali (eds.)


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