Big Data Analytics

First International Conference, BDA 2012, New Delhi, India, December 24-26, 2012. Proceedings

  • Srinath Srinivasa
  • Vasudha Bhatnagar
Conference proceedings BDA 2012

DOI: 10.1007/978-3-642-35542-4

Part of the Lecture Notes in Computer Science book series (LNCS, volume 7678)

Table of contents (15 papers)

  1. Front Matter
  2. Perspectives on Big Data Analytics

    1. Scalable Analytics – Algorithms and Systems
      Srinivasan H. Sengamedu
      Pages 1-7
  3. Data Analytics Applications

    1. A Comparison of Statistical Machine Learning Methods in Heartbeat Detection and Classification
      Tony Basil, Bollepalli S. Chandra, Choudur Lakshminarayan
      Pages 16-25
    2. Enhanced Query-By-Object Approach for Information Requirement Elicitation in Large Databases
      Ammar Yasir, Mittapally Kumara Swamy, Polepalli Krishna Reddy, Subhash Bhalla
      Pages 26-41
    3. Cloud Computing and Big Data Analytics: What Is New from Databases Perspective?
      Rajeev Gupta, Himanshu Gupta, Mukesh Mohania
      Pages 42-61
  4. Knowledge Discovery through Information Extraction

    1. Exploiting Schema and Documentation for Summarizing Relational Databases
      Ammar Yasir, Mittapally Kumara Swamy, Polepalli Krishna Reddy
      Pages 77-90
    2. Faceted Browsing over Social Media
      Ullas Nambiar, Tanveer Faruquie, Shamanth Kumar, Fred Morstatter, Huan Liu
      Pages 91-100
    3. Analog Textual Entailment and Spectral Clustering (ATESC) Based Summarization
      Anand Gupta, Manpreet Kathuria, Arjun Singh, Ashish Sachdeva, Shruti Bhati
      Pages 101-110
  5. Data Models in Analytics

    1. An Efficient Method of Building an Ensemble of Classifiers in Streaming Data
      Joung Woo Ryu, Mehmed M. Kantardzic, Myung-Won Kim, A. Ra Khil
      Pages 122-133
    2. I/O Efficient Algorithms for Block Hessenberg Reduction Using Panel Approach
      Sraban Kumar Mohanty, Gopalan Sajith
      Pages 134-147
    3. Luring Conditions and Their Proof of Necessity through Mathematical Modelling
      Anand Gupta, Prashant Khurana, Raveena Mathur
      Pages 148-157
    4. Efficient Recommendation for Smart TV Contents
      Myung-Won Kim, Eun-Ju Kim, Won-Moon Song, Sung-Yeol Song, A. Ra Khil
      Pages 158-167
    5. Materialized View Selection Using Simulated Annealing
      T. V. Vijay Kumar, Santosh Kumar
      Pages 168-179
  6. Back Matter

About these proceedings


This book constitutes the refereed proceedings of the First International Conference on Big Data Analytics, BDA 2012, held in New Delhi, India, in December 2012.
The 5 regular papers and 5 short papers presented were carefully reviewed and selected from 42 submissions. The volume also contains two tutorial papers in the section perspectives on big data analytics. The regular contributions are organized in topical sections on: data analytics applications; knowledge discovery through information extraction; and data models in analytics.


active learning data warehouse large-scale data analysis probability social engineering

Editors and affiliations

  • Srinath Srinivasa
    • 1
  • Vasudha Bhatnagar
    • 2
  1. 1.International Institute of Information Technology Bangalore (IIIIT Bangalore)BangaloreIndia
  2. 2.Faculty of Mathematical Sciences, Department of Computer ScienceUniversity of DelhiDelhiIndia

Bibliographic information

  • Copyright Information Springer-Verlag Berlin Heidelberg 2012
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Computer Science
  • Print ISBN 978-3-642-35541-7
  • Online ISBN 978-3-642-35542-4
  • Series Print ISSN 0302-9743
  • Series Online ISSN 1611-3349