Advances in Analytics and Applications - Softcover

Inhaltsangabe

PART I:  Overviews

1.       Machine Learning

2.       Regression Methods

3.       Functional Data Analysis

4.       Directional Data Analysis

5.       Branching Processes

PART II: PREDICTIVE ANALYTICS APPLICATIONS

6.       Click-Through Rate Estimation using CHAID Classification Tree Model

7.       Predicting Success Probability in Professional Tennis Tournaments: Using a Logistic Regression Model

8.       Hausdorff Path Clustering and Hidden Markov Model Applied to Person Movement Prediction in Retail Spaces

9.       Improving Email Marketing Campaign Success Rate Using Personalization

10.   Predicting Customer Churn for DTH: Building Churn Score Card for DTH

11.   Applying Predictive Analytics in a Continuous Process Industry

PART III: MACHINE LEARNING APPLICATIONS

12.   Automatic Detection of Tuberculosis using Deep Learning Methods

13.   Connected Cars and Driving Pattern: An Analytical Approach to Risk Based Insurance

14.    Hybrid Machine Learning and Cognitive approach using Telematics and IoT for Tackling Downtime of Commercial Vehicles and Taxis

PART IV: HUMAN RESOURCE ANALYTICS

15.   Analytics-led Talent Acquisition for Improving Efficiency and Effectiveness

16.   Assessing Student Employability to Help Recruiters Find the Right Candidates

 PART V : OPERATIONS ANALYTICS

17.   Innovative          Heuristics            Modeling             for          Dynamic               Project                 Cost Optimization

18.   Estimation of Fluid Flow Rate and Mixture Composition using Low Cost Acoustic Sensors for Application in the Oil and Gas Industry

PART VI: ANALYTICS IN FINANCE

19.   Loan Loss Provisioning Practices in Indian Banks

20.   Modeling Leptokurtic Return Distributions in Commodity Markets

PART VII : METHODOLOGY

21.   OLS: Is That So Useless for Regression with Categorical Data?

22.   Estimation of Parameters of Misclassified Size Biased Borel

23.   A Stochastic Feedback Queuing Model with Encouraged Arrivals and Retention of Impatient Customers

PART VIII: ECONOMETRIC APPLICATIONS

24.   Does Banking Competition Granger Cause Banking Stability: The Study of SEM Countries

25.   The Relationship Between Insurance and Economic Growth in India: A Cross-region Study Using an Econometric Approach

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