书目名称 | Machine Learning and Knowledge Discovery in Databases |
副标题 | European Conference, |
编辑 | Peter A. Flach,Tijl Bie,Nello Cristianini |
视频video | |
概述 | Up to date results.Fast track conference proceedings.State of the art research |
丛书名称 | Lecture Notes in Computer Science |
图书封面 |  |
描述 | This two-volume set LNAI 7523 and LNAI 7524 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2012, held in Bristol, UK, in September 2012. The 105 revised research papers presented together with 5 invited talks were carefully reviewed and selected from 443 submissions. The final sections of the proceedings are devoted to Demo and Nectar papers. The Demo track includes 10 papers (from 19 submissions) and the Nectar track includes 4 papers (from 14 submissions). The papers grouped in topical sections on association rules and frequent patterns; Bayesian learning and graphical models; classification; dimensionality reduction, feature selection and extraction; distance-based methods and kernels; ensemble methods; graph and tree mining; large-scale, distributed and parallel mining and learning; multi-relational mining and learning; multi-task learning; natural language processing; online learning and data streams; privacy and security; rankings and recommendations; reinforcement learning and planning; rule mining and subgroup discovery; semi-supervised and transductive learning; sensor data; sequence and s |
出版日期 | Conference proceedings 2012 |
关键词 | Bayesian network classifiers; data mining; hypergraphs; social media; tree search |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-642-33460-3 |
isbn_softcover | 978-3-642-33459-7 |
isbn_ebook | 978-3-642-33460-3Series ISSN 0302-9743 Series E-ISSN 1611-3349 |
issn_series | 0302-9743 |
copyright | Springer-Verlag Berlin Heidelberg 2012 |