New PDF release: Advances in Machine Learning: First Asian Conference on

By Thomas G. Dietterich (auth.), Zhi-Hua Zhou, Takashi Washio (eds.)

ISBN-10: 364205224X

ISBN-13: 9783642052248

The First Asian convention on desktop studying (ACML 2009) used to be held at Nanjing, China in the course of November 2–4, 2009.This used to be the ?rst version of a chain of annual meetings which objective to supply a number one overseas discussion board for researchers in computing device studying and similar ?elds to percentage their new principles and study ?ndings. This yr we obtained 113 submissions from 18 nations and areas in Asia, Australasia, Europe and North the United States. The submissions went via a r- orous double-blind reviewing method. so much submissions acquired 4 stories, a number of submissions bought ?ve stories, whereas merely a number of submissions acquired 3 reports. every one submission was once dealt with via a space Chair who coordinated discussions between reviewers and made suggestion at the submission. this system Committee Chairs tested the stories and meta-reviews to additional warrantly the reliability and integrity of the reviewing approach. Twenty-nine - pers have been chosen after this approach. to make sure that vital revisions required by way of reviewers have been integrated into the ?nal permitted papers, and to permit submissions which might have - tential after a cautious revision, this yr we introduced a “revision double-check” procedure. in brief, the above-mentioned 29 papers have been conditionally approved, and the authors have been asked to include the “important-and-must”re- sionssummarizedbyareachairsbasedonreviewers’comments.Therevised?nal model and the revision record of every conditionally authorised paper used to be tested through the world Chair and application Committee Chairs. Papers that didn't cross the exam have been ?nally rejected.

Show description

Read or Download Advances in Machine Learning: First Asian Conference on Machine Learning, ACML 2009, Nanjing, China, November 2-4, 2009. Proceedings PDF

Best asian books

New PDF release: Translating Mount Fuji: Modern Japanese Fiction and the

Dennis Washburn lines the altering personality of jap nationwide id within the works of six significant authors: Ueda Akinari, Natsume S? seki, Mori ? gai, Yokomitsu Riichi, ? oka Shohei, and Mishima Yukio. via concentrating on yes interconnected subject matters, Washburn illuminates the contradictory wishes of a country trapped among emulating the West and keeping the traditions of Asia.

R. Drifte's Japan's Foreign Policy in the 1990s: From Economic PDF

This publication appears to be like at Japan's overseas coverage on the local and worldwide point from an influence viewpoint. It argues that Japan is not any longer an monetary superpower whereas pleasant itself with the posture of a political pygmy. in its place Japan is more and more translating its fiscal strength into effect over the perceptions, intentions, strategies and fabric situations of different humans.

Download e-book for kindle: Finding wisdom in East Asian classics by Wm. Theodore de Bary

Discovering knowledge in East Asian Classics is a vital, all-access consultant to the middle texts of East Asian civilization and tradition. Essays handle usually learn, foundational texts in chinese language, eastern, Korean, and Vietnamese, in addition to early glossy fictional classics and nonfiction works of the 17th century.

China’s Futures: PRC Elites Debate Economics, Politics, and by Daniel C. Lynch PDF

China’s Futures cuts in the course of the occasionally confounding and unfounded hypothesis of foreign pundits and commentators to supply readers with an enormous but neglected set of complicated perspectives bearing on China’s destiny: perspectives originating inside of China itself. Daniel Lynch seeks to reply to the straightforward yet infrequently requested query: how do China’s personal leaders and different elite figures determine their country’s destiny?

Additional resources for Advances in Machine Learning: First Asian Conference on Machine Learning, ACML 2009, Nanjing, China, November 2-4, 2009. Proceedings

Sample text

Given# means the number of observed ratings for each user. These results are quoted from [30]. 581 20 Q. Yang validated that RMGM indeed can gain additional useful knowledge by pooling the rating data from multiple related domains to make these tasks benefit from one another. 4 Conclusion and Future Work Transfer learning has been proposed as a new learning problem in machine learning, but in data mining community it is still considered a new problem. One of the reasons is that data mining emphasizes scaled up applications to real world problems, and such diverse applications have been rare in transfer learning.

In: KDD 2009. : Classification and Regression Trees. : Fast and light boosting for adaptive mining of data streams. , Zhang, C. ) PAKDD 2004. LNCS (LNAI), vol. 3056, pp. 282–292. : Improving the performance of an incremental algorithm driven by error margins. Intell. Data Anal. : Mining high-speed data streams. In: Knowledge Discovery and Data Mining, pp. : Learning with drift detection. In: SBIA Brazilian Symposium on Artificial Intelligence, pp. : Forest trees for on-line data. In: SAC 2004: Proceedings of the 2004 ACM symposium on Applied computing, pp.

10. 000 Instances Fig. 3. Accuracy, runtime and memory on dataset LED with three concept drifts 34 A. Bifet et al. Table 3. Comparison of algorithms. Accuracy is measured as the final percentage of examples correctly classified over the 1 or 10 million test/train interleaved evaluation. Time is measured in seconds, and memory in MB. 001 50 centers 50 centers Time Acc. Mem. Time Acc. Mem. 36 model before using it to train. This interleaved test followed by train procedure was carried out on 10 million examples from the hyperplane and RandomRBF datasets, and one million examples from the SEA dataset.

Download PDF sample

Advances in Machine Learning: First Asian Conference on Machine Learning, ACML 2009, Nanjing, China, November 2-4, 2009. Proceedings by Thomas G. Dietterich (auth.), Zhi-Hua Zhou, Takashi Washio (eds.)


by Richard
4.1

Rated 4.17 of 5 – based on 10 votes