New Frontiers in Applied Data Mining: PAKDD 2008 by Takuya Kida, Tomoya Saito, Hiroki Arimura (auth.), Sanjay

By Takuya Kida, Tomoya Saito, Hiroki Arimura (auth.), Sanjay Chawla, Takashi Washio, Shin-ichi Minato, Shusaku Tsumoto, Takashi Onoda, Seiji Yamada, Akihiro Inokuchi (eds.)

This booklet constitutes the court cases of the PAKDD Workshops 2008, particularly ALSIP 2008, DMDRM 2008, and IDM 2008. The workshops have been held along side the PAKDD convention in Osaka, Japan, in the course of might 20-23, 2008.

The 17 papers provided have been conscientiously reviewed and chosen from 38 submissions.

The overseas Workshop on Algorithms for Large-Sale info Processing in wisdom Discovery (ALSIP) thinking about changing clean principles on large-scale information processing within the difficulties of information mining, clustering, computing device studying, statistical research, and different computational facets of information discovery difficulties.

The Workshop on facts Mining for determination Making and threat administration (DMDRM) coated info mining and laptop studying methods, statistical ways, probability discovery, energetic mining and alertness of those suggestions to medication, advertising, safeguard, selection aid in enterprise, social actions, human relationships, chemistry and sensor information.

The Workshop on Interactive info Mining evaluation (IDM) mentioned quite a few interactive info mining researches corresponding to interactive info retrieval, info accumulating sysetms, personalization structures, advice structures, person interfaces.

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Extra info for New Frontiers in Applied Data Mining: PAKDD 2008 International Workshops, Osaka, Japan, May 20-23, 2008. Revised Selected Papers

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2. An outline of the external string sorting algorithm with adaptive splitting DistStrSort 18 T. Asai, S. Okamoto, and H. Arimura Fig. 3. A trie can sort bucket of size B in O(B) main memory then the algorithm DistStrSort in Fig. 2 correctly solves the string sorting problem in main memory M (Theorem 7). However, it is not easy to compute a good partition with maximum block size B using only a limited main memory for a large input data S that does not fit into main memory. Hence, we take an approach of computing an approximate answer using adaptive computation in the following sections.

Lemma 3. If β is order-preserving then P ART (S, T , β) is an ordered partition. In Fig. 5, we show an algorithm SplitDietTrie for splitting an input string list S into buckets P ART (S, T , β) = B1 ⊕ . . ⊕ Bb . We can easily see that the bucket-id assignment computed by algorithm SplitDietTrie is always orderpreserving. Furthermore, we have the following lemma. An Adaptive Algorithm for Splitting Large Sets 21 Algorithm: SplitDietTrie Input: A string list S = (s1 , . . , sK ) (in external memory), a synopsis trie Tα,S for S (in internal memory), and a positive integer M ≥ B ≥ 0.

PAKDD 2008 Workshops, LNAI 5433, pp. 38–48, 2009. c Springer-Verlag Berlin Heidelberg 2009 A Graph-Based Approach for Sentiment Sentence Extraction 39 non-opinions. Touge et al. [15] and Kawaguchi et al. [7] have proposed methods for opinion extraction. However, these approaches essentially need a large amount of training data for the process. Construction of training data by hand is costly. Kaji and Kitsuregara have reported a method of acquisition of sentiment sentences in HTML documents [5].

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