Advances in Big Data Analytics

by Hamid R. Arabnia (Editor), Mary Q. Yang (Editor), George Jandieri (Editor), James J. (Jong Hyuk) Park (Editor), Ashu M. G. Solo (Editor)

Overview

Advances in Big Data Analytics is a compendium of papers presented at ABDA '16, an international conference that serves researchers, scholars, professionals, students, and academicians.

Product Details

ISBN-13:	9781601322647
Publisher:	CSREA
Publication date:	02/04/2015
Series:	The 2014 WorldComp International Conference Proceedings
Pages:	280
Product dimensions:	8.40(w) x 10.90(h) x 0.70(d)

About the Author

Hamid R. Arabnia is Professor, Computer Science; Editor-in-Chief, The Journal of Supercomputing (Springer); Elected Fellow, Int'l Society of Intelligent Biological Medicine (ISIBM); The University of Georgia, Department of Computer Science.

Table of Contents

SESSION: APPLICATIONS OF BIG DATA + SOFTWARE TOOLS
1) Application-Agnostic Streaming Bayesian Inference via Apache Storm—Todd Wasson, Ana Paula de Oliveira Sales
2) Multicore Construction of k-d Trees for High Dimensional Point Data—Victor Lu, John C. Hart
3) Design and Implementation of a Cloud-Based Big Data Programming Service—Yen-Yu Lin, Shu-Ming Chang, Su-Shien Ho, Ying-Ti Liao, Hsing-Chang Chou, Shih-Chang Chen, Xuan-Yi Lin, Jiazheng Zhou, Yeh-Ching Chung
4) ARIANA: Adaptive Robust and Integrative Analysis for finding Novel Associations—Vida Abedi, Mohammed Yeasin, Ramin Zand
5) A Software Toolkit for Stock Data Analysis Using Social Network Analysis Approach—Junyan Zhang, Donglei Du, Weichang Du
6) A Visual Decision-Guided Analytics Tool for Finding the Viable Shortest Path over Geospatiotemporal Data—Chun-Kit Ngan
7) Using Influence for Navigation in Online Social Networks—Bastien Lebayle, Mehran Asadi, Afrand Agah
8) Sentiment Analysis for Mobile SNS Data—Il-Kyu Ha, Bong-Hyun Back, SeonHwan Kim, Byoungchul Ahn
9) E-commerce Evolution based on the Perspective of Network Effects:A Multi-case Study in China—Peng Shao, Ping Hu, Jie Qi
10) Estimating the Visit and Content Association of Websites with their Weblogs—Hyun-Ho Lee, Jong-Min Lee, Nam-Hun Park, Won-Suk Lee

SESSION: ALGORITHMS FOR BIG DATA
1) Noise Benefits in Convolutional Neural Networks—Kartik Audhkhasi, Osonde Osoba, Bart Kosko
2) On Walsh-Fourier Bispectral Analysis—Mahmoud Gabr, Mahmoud El-Hashash, Gehan Sabbah
3) Reasearch of Decision Tree on YARN Using MapReduce and Spark—Hua Wang, Bin Wu, Shuai Yang, Bai Wang, Yang Liu
4) Kernel Approach to Incomplete Data Analysis (KAIDA)—S.Y. Kung, Pei-Yuan Wu
5) On the usage of Sorting Networks to Big Data—Blanca Lopez, Nareli Cruz-Cortes
6) Client Based Power Iteration Clustering Algorithm to Reduce Dimensionality in Big Data—Jayalatchumy Dhanapal, Thambidurai Perumal

SESSION: BIG DATA MANAGEMENT AND FRAMEWORKS
1) Real-Time Data/Information Storage and Retrieval in Autonomous AI Systems—James Crowder, John Carbone
2) Transparency and Efficiency in Grid Computing for Big Data—Paul L. Bergstein
3) Integration of Big Data Components for NoSQL Problems—Greg Speegle, Erich Baker
4) Comparison and Review of Memory Allocation and File Access Techniques and Techniques preferred for Distributed Systems—Muazzam A. Khan Khattak, Nauman Nisar

SESSION: BIG DATA SEARCH AND MINING METHODS
1) Decomposition of Inverted Lists and Word Labeling: A New Index Structure for Text Search—Yangjun Chen, Weixin Shen
2) MPGM: A Mixed Parallel Big Graph Mining Tool—Pengjiang Ma, Bin Wu, Liu Yang, Hongxu Wang
3) Spatial Association Mining of Focal Events in Cloud Computing—Sang Jun Park, Jin Soung Yoo
4) Spectrum Recognition in Large-Scale Cognitive Radio Networks With Spectral Data Mining—Adam Anderson, Charles Witherspoon, Behnaz Papari

SESSION: SECURITY AND PRIVACY IN THE ERA OF BIG DATA AND RISK ANALYSIS
1) Some Risk Measures and Their Applications in Financial Data Analysis—Qi Tang, Linghua Zhang
2) The Use of Fully Homomorphic Encryption in Data Mining with Privacy Preserving—Laecio A. Costa, Ruy J. B. de Queiroz
3) Secure Outsourcing Multiparty Computation on Lattice-based Encrypted Cloud Data under Multiple Keys—Yi Sun, Qiaoyan Wen, Hua Zhang, Zhengping Jin

SESSION: LATE BREAKING PAPERS AND POSITION PAPERS: BIG DATA ANALYTICS AND RELATED ISSUES
1) Querying Clusters of Biological Sequences—Vicente Molieri, Lina Karam, Zoe Lacroix
2) MapReduce-Accelerated Framework for Identifying Minimum-Sized Influential Vertices on Large-Scale Weighted Graphs—Ying Xie, Jing He, Vijay Raghavan
3) Lessons Learned: Building a Big Data Research and Education Infrastructure—George Hsieh, Raymond Sye, Shontae Vincent, Wallace Hendricks
4) Big Data System Design for Digital Library Middleware—Behrooz Seyed-Abbassi, Chris Carey
5) Finding Critical Samples for Mining Big Data—Andrew Sung, Bernardete Ribeiro, Qingzhong Liu, Divya Suryakumar
6) Semantic Indexing of Big Data Using a Hierarchical, Multidimensional Scheme—Ronald Wroblewski
7) Social Event Radar (SERv2.0): Efficient Dynamic Adjustment Mechanism of Distributed Web Crawlers in Social Networks—Tsun Ku, Cheng-Hung Tsai, Ping-Yen Yang, Ming-Jen Chen
8) Finding Local and Periodic Association Rules from Fuzzy Temporal Data—Fokrul Mazarbhuiya, Mohamed Shenify, Mohammed Husamuddin
9) Exploring Big-data Analysis using Integrative Systems Biology Approaches for Kidney Renal Clear Cell Carcinoma Studies—William Yang, Kenji Yoshigoe, Xiang Qin, Jun Liu, A Keith Dunker, Youping Deng, Weida Tong, Andrzej Niemieko, Jack Yang, Yunlong Liu, Zhongxue Chen, Liangjiang Wang, Dong Xu, Hamid Arabnia, Mary Yang
10) Exploring and Analyzing Big Data Processing Technology Based on the EMU—Qiming Niu, Feng Liu, Jie Liu, Chun Zhang
11) Big Data Architecture for Large-scale Scientific Computing—Benoit Lange, Toan Nguyen
12) Graph Database for Agent Based Emergency Response Model—Safiye Sencer, Kutlu Eren
13) Blur Detection For Video Streams In The Compressed Domain—Zhenyu Wu, Daiying Zhou, Hong Hu