NPTEL Introduction to IoT Week 12 Assignment Quiz
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Questions and Answers

What are the two types of statistical models?

  • Descriptive and Inferential
  • Quantitative and Qualitative
  • Parametric and Non-Parametric (correct)
  • Deterministic and Stochastic

Which of the following measures of dispersion has a unit?

  • Range (correct)
  • Variance
  • Standard Deviation
  • Average Absolute Deviation

What is the primary assumption of ANOVA?

  • Homogeneity of variances
  • Normality of the distribution
  • Independence of groups
  • All of the above (correct)

What is the measure of dispersion that is most affected by outliers?

<p>Range (B)</p> Signup and view all the answers

What is the average of the squared deviations from the mean?

<p>Variance (A)</p> Signup and view all the answers

What is another term for average absolute deviation?

<p>Mean Absolute Deviation (C)</p> Signup and view all the answers

What type of statistical models are complete and incomplete?

<p>Types of statistical models (C)</p> Signup and view all the answers

What is another name for a contingency table?

<p>Cross tabulation (D)</p> Signup and view all the answers

What has enabled preventive care in IoT Healthcare?

<p>Advances in sensor and connectivity (C)</p> Signup and view all the answers

What is an application of IoT in Agriculture?

<p>All of the above (D)</p> Signup and view all the answers

What type of table displays the frequency distribution of the variables?

<p>Both a and b (C)</p> Signup and view all the answers

What has been enabled in IoT Healthcare due to advances in sensor and connectivity?

<p>Preventive care (C)</p> Signup and view all the answers

What is a characteristic of network-based data analysis?

<p>Low power (C)</p> Signup and view all the answers

Which of the following is NOT an advantage of continuous activity monitoring?

<p>Single-session monitoring (B)</p> Signup and view all the answers

What is a requirement for network-based data analysis?

<p>Good network connection (C)</p> Signup and view all the answers

Which of the following is true about network-based data analysis?

<p>It uses low power and group-based analytics (A)</p> Signup and view all the answers

What is an advantage of continuous activity monitoring in terms of monitoring duration?

<p>Long-term monitoring (B)</p> Signup and view all the answers

What is NOT a characteristic of network-based data analysis?

<p>High-speed computing (A)</p> Signup and view all the answers

What are the three principles of qualitative analysis?

<p>Notice things, think about things, and collect things (C)</p> Signup and view all the answers

Which of the following is not a type of data analysis?

<p>Repetitive (D)</p> Signup and view all the answers

What does 'Data dispersion' refer to in quantitative analysis?

<p>The degree of variation in a set of data (D)</p> Signup and view all the answers

Which of the following is not a principle of Qualitative analysis?

<p>Analyze things (A)</p> Signup and view all the answers

Which of the following is involved with quantitative analysis?

<p>All of the above (D)</p> Signup and view all the answers

What are the two types of data analysis?

<p>Quantitative and Qualitative (D)</p> Signup and view all the answers

Which of the following is an application of IoT in agriculture?

<p>Automated irrigation system (D)</p> Signup and view all the answers

What is a property of in-place data analysis?

<p>Requires high power (B)</p> Signup and view all the answers

What is an advantage of activity monitoring?

<p>Short term monitoring (B)</p> Signup and view all the answers

Can deep learning based data analysis be performed on sensor data?

<p>Yes, on sensor data, images, and videos (D)</p> Signup and view all the answers

Which of the following is NOT a property of in-place data analysis?

<p>Requires a network connection (A)</p> Signup and view all the answers

What is NOT an advantage of activity monitoring?

<p>Cost-effectiveness (A)</p> Signup and view all the answers

Study Notes

Network-Based Data Analysis

  • Uses low power
  • Requires good network connection
  • Can perform group-based analytics

Advantages of Continuous Activity Monitoring

  • Daily observation of behavior
  • Long-term monitoring

Types of Data Analysis

  • Qualitative
  • Quantitative

Principles of Qualitative Analysis

  • Notice things
  • Think about things
  • Collect things

Quantitative Analysis

  • Involves data dispersion
  • Involves contingence
  • Involves correlation

Data Dispersion

  • Range
  • Average absolute deviation

ANOVA

  • Normality: if the distribution of each group is normal

Statistical Measures

  • Variance: the expectation of the squared deviation of a random variable from its mean

Statistical Models

  • Complete
  • Incomplete

Tables in Statistics

  • Contingency table (also known as cross tabulation)
  • Displays frequency distribution of variables

IoT in Healthcare

  • Advances in sensor and connectivity have enabled preventive care

IoT in Agriculture

  • Applications include:
    • Automated irrigation system
    • Automated weeding system
    • Water level monitoring

In-Place Data Analysis

  • Power intensive
  • Can be done on the device
  • No need for network connection

Activity Monitoring

  • Advantage: long-term monitoring

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Description

Test your knowledge on data analysis types with this Week 12 assignment quiz from the NPTEL online certification course by IIT Kharagpur. There are 15 multiple choice and multiple select questions with a total of 15 marks.

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