By Evgeniy Gabrilovich (auth.), Yong Gao, Nathalie Japkowicz (eds.)
This ebook constitutes the refereed court cases of the 22st convention of the Canadian Society for Computational reports of Intelligence, Canadian AI 2009, held in Windsor, Canada, in may perhaps 2008.
The 30 revised complete papers offered including five revised brief papers and eight papers from the graduate scholar symposium have been conscientiously reviewed and chosen from seventy five submissions. The papers current unique fine quality examine in all parts of synthetic Intelligence and observe old AI recommendations to fashionable challenge domain names in addition to contemporary thoughts to ancient challenge settings.
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Extra resources for Advances in Artificial Intelligence: 22nd Canadian Conference on Artificial Intelligence, Canadian AI 2009 Kelowna, Canada, May 25-27, 2009 Proceedings
This process can be very time consuming and it is a somewhat heuristic approach, considering that two experienced analysts could read the same report and have a diﬀerent feeling about what it is saying. If an analyst has several companies to consider and even more annual reports to read it could be diﬃcult to take in all the relevant information when it is most likely surrounded by noise and other erroneous information that has no eﬀect on the stock price. Most numeric calculations can be automated to remove human error, and complex data mining and machine learning algorithms can be applied to extract meaningful relationships from them.
For the incomplete solvers we noticed a similar exponential growth when we plotted the hardness of instances against their size (number of literals) - see Fig 6. In the case of complete solvers the shape is essentially exponential, but it has some irregularities. The 3 The hardest instances are those for which most of the solvers had the largest running time. rez picosat 100 15 16 17 18 19 n Fig. 5. Evolution of empirical hardness at peak with n (m=21). Some points are missing due to time out. Notice the logarithmic time scale.
The last group gathers clues that are more linguistically ﬂavored, among them the ratio of grammatical words in q and t, or the number of prepositions and articles. In total, each example is represented by at most 40 numerical features. 2 Merging Variants Once erroneous transpots have been ﬁltered out, there usually remain many translation variants for a given query. Some of them are very similar and are therefore redundant for the user. For instance, returning the inﬂected forms of nouns or verbs is often useless and may prevent more dissimilar and potentially 32 J.
Advances in Artificial Intelligence: 22nd Canadian Conference on Artificial Intelligence, Canadian AI 2009 Kelowna, Canada, May 25-27, 2009 Proceedings by Evgeniy Gabrilovich (auth.), Yong Gao, Nathalie Japkowicz (eds.)