Notes on hierarchical ensemble methods for DAG-structured taxonomies

نویسنده

  • Giorgio Valentini
چکیده

Several real problems ranging from text classification to computational biology are characterized by hierarchical multi-label classification tasks. Most of the methods presented in literature focused on tree-structured taxonomies, but only few on taxonomies structured according to a Directed Acyclic Graph (DAG). In this contribution novel classification ensemble algorithms for DAG-structured taxonomies are introduced. In particular Hierarchical Top-Down (HTD-DAG) and True Path Rule (TPR-DAG) for DAGs are presented and discussed.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Hierarchical Ensemble Method for DAG-Structured Taxonomies

Structured taxonomies characterize several real world problems, ranging from text categorization, to video annotation and protein function prediction. In this context “flat” learning methods may introduce inconsistent predictions, while structured output-aware learning methods can improve the accuracy of the predictions by exploiting the hierarchical relationships between classes. We propose a ...

متن کامل

True Path Rule Hierarchical Ensembles

Hierarchical classification problems gained increasing attention within the machine learning community, and several methods for hierarchically structured taxonomies have been recently proposed, with applications ranging from classification of web documents to bioinformatics. In this paper we propose a novel ensemble algorithm for multilabel, multi-path, tree-structured hierarchical classificati...

متن کامل

Hierarchical Multi-label Classification using Fully Associative Ensemble Learning

Traditional flat classification methods ( e.g. , binary or multi-class classification) neglect the structural information between different classes. In contrast, Hierarchical Multi-label Classification (HMC) considers the structural information embedded in the class hierarchy, and uses it to improve classification performance. In this paper, we propose a local hierarchical ensemble framework fo...

متن کامل

A Directed Acyclic Graph (DAG) Ensemble Classification Model: An Alternative Architecture for Hierarchical Classification

Inthispaper,ahierarchicalensembleclassificationapproachthatutilizesaDirectedAcyclicGraph (DAG)structureisproposedasasolutiontothemulti-classclassificationproblem.TwomainDAG structuresareconsidered:(i)rootedDAG,and(ii)non-rootedDAG.Themainchallengesthatare consideredinthispaperare:(i)thesuccessivemisclassificationissueassociatedwithhierarch...

متن کامل

Hierarchical Ensemble Methods for Protein Function Prediction

Protein function prediction is a complex multiclass multilabel classification problem, characterized by multiple issues such as the incompleteness of the available annotations, the integration of multiple sources of high dimensional biomolecular data, the unbalance of several functional classes, and the difficulty of univocally determining negative examples. Moreover, the hierarchical relations...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • CoRR

دوره abs/1406.4472  شماره 

صفحات  -

تاریخ انتشار 2014