Part I: Overviews -- Chapter 1. Machine Learning -- Chapter 2. Regression Methods -- Chapter 3. Functional Data Analysis -- Chapter 4. Directional Data Analysis -- Chapter 5.Branching Processes -- Part II: Predictive Analysis Applications -- Chapter 6. Click-Through Rate Estimation using CHAID Classification Tree Model -- Chapter 7 . Predicting Success Probability in Professional Tennis Tournaments: Using a Logistic Regression Model -- Chapter 8. Hausdorff Path Clustering and Hidden Markov Model Applied to Person Movement Prediction in Retail Spaces -- Chapter 9. Improving Email Marketing Campaign Success Rate Using Personalization -- etc.
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SUMMARY OR ABSTRACT
Text of Note
This book includes selected papers submitted to the ICADABAI-2017 conference, offering an overview of the new methodologies and presenting innovative applications that are of interest to both academicians and practitioners working in the area of analytics. It discusses predictive analytics applications, machine learning applications, human resource analytics, operations analytics, analytics in finance, methodology and econometric applications. The papers in the predictive analytics applications section discuss web analytics, email marketing, customer churn prediction, retail analytics and sports analytics. The section on machine learning applications then examines healthcare analytics, insurance analytics and machine analytics using different innovative machine learning techniques. Human resource analytics addresses important issues relating to talent acquisition and employability using analytics, while a paper in the section on operations analytics describe an innovative application in oil and gas industry. The papers in the analytics in finance part discuss the use of analytical tools in banking and commodity markets, and lastly the econometric applications part presents interesting banking and insurance applications.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Springer Nature
Stock Number
com.springer.onix.9789811312083
OTHER EDITION IN ANOTHER MEDIUM
Title
Advances in analytics and applications.
International Standard Book Number
9789811312076
TOPICAL NAME USED AS SUBJECT
Business-- Data processing, Congresses.
Machine learning, Congresses.
Mathematical statistics, Congresses.
Big Data/Analytics.
Business Finance.
Management.
Business-- Data processing.
Business mathematics & systems.
Corporate finance.
Machine learning.
Management & management techniques.
Mathematical statistics.
MATHEMATICS / Applied.
MATHEMATICS / Probability & Statistics / General.
(SUBJECT CATEGORY (Provisional
KJQ
KJQ
MAT-- 003000
MAT-- 029000
DEWEY DECIMAL CLASSIFICATION
Number
519
.
5
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
QA276
.
A1
Book number
I533
2018e
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Laha, Arnab Kumar
CORPORATE BODY NAME - PRIMARY RESPONSIBILITY
International Conference on Advanced Data Analysis, Business Analytics and Intelligence(5th :2017 :, Ahmedabad, India)