By Takashi Washio, Zhi-Hua Zhou, Joshua Zhexue Huang, Xiaohua (Tony) Hu, Jinyan Li, Chao Xie, Jieyue He, Deqing Zou, Kuan-Ching Li, Mario M. Freire
This publication constitutes the completely refereed post-proceedings of 3 workshops and an business song held at the side of the eleventh Pacific-Asia convention on wisdom Discovery and knowledge Mining, PAKDD 2007, held in Nanjing, China in may perhaps 2007.
The sixty two revised complete papers provided including an outline article to every workshop have been conscientiously reviewed and chosen from 355 submissions. the quantity comprises papers of the PAKDD 2007 commercial music, that promotes purposes of latest info mining strategies, methodologies and platforms, the workshop on information Mining for Biomedical functions (BioDM 2007), the workshop on excessive functionality info Mining and functions (HPDMA 2007), in addition to the workshop on on provider, defense and its info administration for Ubiquitous Computing (SSDU 2007).
Read Online or Download Emerging Technologies in Knowledge Discovery and Data Mining: PAKDD 2007 International Workshops, Nanjing, China, May 22-25, 2007, Revised Selected PDF
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The next part of the equation calculates the entropy value for the ratio of interesting documents to documents which contain the term, scaled by the ratio of documents which contain the term. The last part of the equation calculates the entropy value for the ratio of uninteresting documents to documents which contain the term, scaled by the ratio of documents which don’t contain the term. 20 C. Robertson, S. Geva, and R. Wolff ⎛n n⎞ n ⎞⎞ ⎛n⎞ ⎛ ⎛ E (n, N ) = −⎜⎜ log 2 ⎜ ⎟ + ⎜1 − ⎟ log 2 ⎜1 − ⎟ ⎟⎟ | n ≤ N N⎠ N ⎠⎠ ⎝N⎠ ⎝ ⎝ ⎝N GAIN (c , Δt ,τ ,δ ,ϖ ) = E (Ψ , Φ ) − Φ − DC (c , Δt ,τ ,δ ,ϖ ) Φ DC (c ,Δt ,τ ,δ ,ϖ ) Φ (14) × E (IDC (c , Δt ,τ ,δ ,ϖ ) , DC (c ,Δt ,τ ,δ ,ϖ ) ) − × E (DC (c , Δt ,τ ,δ ,ϖ ) − IDC (c , Δt ,τ ,δ ,ϖ ) , DC (c , Δt ,τ ,δ ,ϖ ) ) (15) Finally we adapted Robertson and Spärk Jones’s BM25 algorithm (Best Match)  to get the Average Document BM25 value (ADBM25) defined in Eq.