Copyright
Contents
Contributors
Preface
Part A Modeling and Analytics
Chapter-1 Document Informatics for Scientific Learning and Accelerated Discovery
Introduction
Chapter-2 An Introduction to Rare Event Simulation and Importance Sampling
MC Methods and the Problem of Rare Events
MC Estimators
The Problem of Rare Events
Importance Sampling
A Simple Example
The Optimal Biasing Distribution
Chapter 3 A Large-Scale Study of Language Usage as a Cognitive Biometric Trait
Chapter 4 Customer Selection Utilizing Big Data Analytics
Chapter 5 Continuous Model Selection for Large-Scale Recommender Systems
Chapter 6 Zero-Knowledge Mechanisms for Private Release of Social Graph Summarization
Chapter 7 Distributed Confidence-Weighted Classification on Big Data Platforms
Part B Applications and Infrastructure
Chapter 8 Big Data Applications in Health Sciences and Epidemiology
Chapter 9 Big Data Driven Natural Language Processing Research and Applications
Chapter 10 Analyzing Big Spatial and Big Spatio temporal Data: A Case Study of Methods and Applications
Chapter 11 Experimental Computational Simulation Environments for Big Data Analytic in Social Sciences
Chapter 12 Terabyte-Scale Image Similarity Search
Chapter-13 Measuring Inter-site Engagement in a Network of Sites
Chapter 14 Scaling RDF Triple Stores in Size and Performance: Modeling SPARQL Queries as Graph Homomorphism Routines
Index
A
B
C
D
E
F
G
H
I
J
K
L
M
N
O
P
Q
R
S
T
U
V
W
Z