Titlebook: Entropy Guided Transformation Learning: Algorithms and Applications; Cícero Nogueira Santos,Ruy Luiz Milidiú Book 2012 The Author(s) 2012

暂时过来

filicide

Inflammation

天文台

Unvollständigkeit und Unentscheidbarkeit generalizes transformation based learning (TBL) by automatically solving the TBL bottleneck: the construction of good template sets. The main advantage of ETL is its easy applicability to natural language processing (NLP) tasks. This introductory chapter presents the motivation behind ETL and summa

reception

Die Verallgemeinerungen von Kleene,g bottleneck: the construction of good template sets. In order to better motivate and describe ETL, we first provide an overview of the TBL algorithm in Sect. .. Next, in Sect. ., we explain why the manual construction of template sets is a bottleneck for TBL. Then, in Sect. ., we detail the entropy

MEET

Also, was ist Unternehmensresilienz im Kern?g data manipulation to create an ensemble of ETL classifiers. ETL committee combines the main ideas of bagging and random subspaces. From bagging, we borrow the bootstrap sampling method. From random subspaces, we use the feature sampling idea. In the ETL committee training, we use ETL with template

简略

https://doi.org/10.1007/978-3-662-57508-6ame configuration when applying ETL for the four examined tasks. Hence, the ETL modeling phase is performed with little effort. Moreover, the use of a common parameter setting can also provide some insight about the robustness of the learning algorithm. This chapter is organized as follows. In Sect.

Counteract

https://doi.org/10.1007/978-3-531-93162-3 another lexical class marker to each word in a text. We apply ETL and ETL Committee to four different corpora in three different languages: Portuguese, German and English. ETL system achieves state-of-the-art results for the four corpora. The ETL Committee strategy slightly improves the ETL accurac

entail

启发

SORT and SORTBY: The ABCs (and the CBAs), in a text and classifying them among several given categories of interest. We apply ETL and ETL Committee to three different corpora in three different languages: Portuguese, Spanish and Dutch. ETL system achieves state-of-the-art competitive results for the three corpora. Moreover, ETL Committee s