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Clustering High--Dimensional Data

First International Workshop, CHDD 2012, Naples, Italy, May 15, 2012, Revised Selected Papers

  • Francesco Masulli
  • Alfredo Petrosino
  • Stefano Rovetta
Conference proceedings CHDD 2012

Part of the Lecture Notes in Computer Science book series (LNCS, volume 7627)

Also part of the Information Systems and Applications, incl. Internet/Web, and HCI book sub series (LNISA, volume 7627)

Table of contents

  1. Front Matter
    Pages I-IX
  2. Francesco Masulli, Stefano Rovetta
    Pages 1-13
  3. Frank Klawonn, Frank Höppner, Balasubramaniam Jayaram
    Pages 14-33
  4. Stefano Rovetta, Francesco Masulli
    Pages 50-71
  5. Carlo Drago, Germana Scepi
    Pages 72-86
  6. S. Bassis, A. Rozza, C. Ceruti, G. Lombardi, E. Casiraghi, P. Campadelli
    Pages 102-117
  7. Eduard Bartl, Radim Belohlavek, Petr Osicka, Hana Řezanková
    Pages 118-133
  8. Alessio Ferone, Alfredo Petrosino
    Pages 134-147
  9. Back Matter
    Pages 149-149

About these proceedings

Introduction

This book constitutes the proceedings of the International Workshop on Clustering High-Dimensional Data, CHDD 2012, held in Naples, Italy, in May 2012.

The 9 papers presented in this volume were carefully reviewed and selected from 15 submissions. They deal with the general subject and issues of high-dimensional data clustering; present examples of techniques used to find and investigate clusters in high dimensionality; and the most common approach to tackle dimensionality problems, namely, dimensionality reduction and its application in clustering. 

Keywords

big data clustering dimensionality reduction high dimensional data analysis machine learning time series analysis anomaly detection cluster analysis clustering data mining efficiency exploratory data analysis inductive inference manifold learning modeling hierarchies rank-order statistics rough fuzzy sets self-organizing maps subspace clustering unsupervised feature selection unsupervised models of learning

Editors and affiliations

  • Francesco Masulli
    • 1
  • Alfredo Petrosino
    • 2
  • Stefano Rovetta
    • 3
  1. 1.DIBRISUniversity of Genoa DIBRISGenoaItaly
  2. 2.University of Naples "Parthenope"NaplesItaly
  3. 3.DIBRISUniversity of GenoaGenoaItaly

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-662-48577-4
  • Copyright Information Springer-Verlag Berlin Heidelberg 2015
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-662-48576-7
  • Online ISBN 978-3-662-48577-4
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349
  • Buy this book on publisher's site
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