Learn · NPTEL

Course11010409460 lectures

Data Analysis and Decision Making - I

Prof. Raghu Nandan Sengupta · IIT Kanpur

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Lecture 01: INTRODUCTION Video
  2. Lecture 02: DATA REPRESENTATION & FREQUENCY Video
  3. Lecture 03: FREQUENCY TABLE & MEAN Video
  4. Lecture 04: DESCRIPTIVE STATISTICS Video
  5. Lecture 05: INTRODUCTION TO PROBABILITY Video

Week 2

  1. Lecture 06: CONDITIONAL PROBABILITY Video
  2. Lecture 07: BAYE'S THEOREM AND DISTRIBUTIONS Video
  3. Lecture 08: BINOMIAL DISTRIBUTION Video
  4. Lecture 09: HYPERGEOMETRIC, POISSON, NORMAL DISTRIBUTION Video
  5. Lecture 10: DISTRIBUTION FUNCTION Video

Week 3

  1. Lecture 11: NORMAL DISTRIBUTION Video
  2. Lecture 12: SAMPLING Video
  3. Lecture 13: SOME DISTRIBUTIONS Video
  4. Lecture 14: MORE ON DISTRIBUTIONS Video
  5. Lecture 15: ESTIMATORS Video

Week 4

  1. Lecture 16: MLE Video
  2. Lecture 17: STATISTICAL INFERENCE Video
  3. Lecture 18: HYPOTHESIS TESTING Video
  4. Lecture 19: HYPOTHESIS TESTING:A Video
  5. Lecture 20: HYPOTHESIS TESTING:B Video

Week 5

  1. Lecture 21: HYPOTHESIS TESTING Video
  2. Lecture 22: SIMPLE LINEAR REGRESSION Video
  3. Lecture 23: MULTIPLE LINEAR REGRESSION Video
  4. Lecture 24: WEIGHTED MOVING AVERAGES Video
  5. Lecture 25: EXPONENTIAL SMOOTHENING Video

Week 6

  1. Lecture 26: FORECASTING Video
  2. Lecture 27:FORECASTING Video
  3. Lecture 28: DATA PROPERTIES Video
  4. Lecture 29: MULTIVARIATE STATISTICAL ANALYSIS Video
  5. Lecture 30: MULTIVARIATE STATISTICAL ANALYSIS Video

Week 7

  1. Lecture 31: Multivariate statistical analysis Video
  2. Lecture 32: Multivariate statistical analysis Video
  3. Lecture 33: Multivariate distribution Video
  4. Lecture 34: Multivariate extreme value distribution Video
  5. Lecture 35: MLE estimates Video

Week 8

  1. Lecture 36: MLE estimates Video
  2. Lecture 37: Copula theory Video
  3. Lecture 38: PCA Video
  4. Lecture 39: PCA Video
  5. Lecture 40: Factor analysis Video

Week 9

  1. Lecture 41: Factor analysis Video
  2. Lecture 42: Introduction to Utility theory Video
  3. Lecture 43: Utility analysis Video
  4. Lecture 44: Decision sciences Video
  5. Lecture 45: Utility functions Video

Week 10

  1. Lecture 46: Exponential utility function Video
  2. Lecture 47: Risk concepts Video
  3. Lecture 48: Utility theory axioms Video
  4. Lecture 49: Utility analysis Video
  5. Lecture 50: Chebyshev's inequality Video

Week 11

  1. Lecture 51: Loss function Video
  2. Lecture 52: Loss function Video
  3. Lecture 53: loss function and MLR Video
  4. Lecture 54: MLR Video
  5. Lecture 55: Loss function Video

Week 12

  1. Lecture 56: Cannonical correlation Video
  2. Lecture 57: cannonical correlation continued Video
  3. Lecture 58: Structural equation modeling (SEM) Video
  4. Lecture 59: SEM Video
  5. Lecture 60: SEM Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kanpur
Department
Management
Teacher
Prof. Raghu Nandan Sengupta
Level
Undergraduate
Language
English
Subjects
Business and management
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
Who can watch
NPTEL gives no rating. Invisible Network shows it to Tweens profiles and older, judged from what the source says about it. How courses are placed