300+ Social Media Analytics (SMA) Solved MCQs

1.

Data that has been generated with no connection to the Internet, and then registered into a system, which may be accessed via the Internet later called

A. offline originated data
B. online originated data
C. both a & b
D. none of the above
Answer» A. offline originated data
2.

What is one of the big differences between traditional media and social media?

A. participatory production.
B. social media reaches only a few people at a time.
C. the management structure of the companies.
D. traditional media offers no way for audiences to communicate with media producers.
Answer» A. participatory production.
3.

Estimated metrics include …………. which provide the number of times a user has potentially seen a certain piece of content or advertising.

A. views
B. impressions
C. reach
D. all of the above
Answer» D. all of the above
4.

____________is a very fragile and unstable way of gathering data, because when anything changes on the web site, the source code is changed,

A. data mining
B. web crawling/scraping
C. both a & b
D. none of the above
Answer» B. web crawling/scraping
5.

It allows a programmer to see a clear structure of the information that is stored in the application Called

A. api
B. program
C. data
D. none of the above
Answer» A. api
6.

In terms of Facebook's ranking algorithm, what does "weight" refer to?

A. the amount of comments, likes, etc. a content post receives
B. how often a profile produces content
C. how many highly ranked content posts a profile has in a given week
D. how many followers/friends a company has
Answer» A. the amount of comments, likes, etc. a content post receives
7.

What is the name of Facebook's Analytics tool?

A. facebook analytics
B. edge rank
C. page rank
D. insights
Answer» D. insights
8.

What is CTR?

A. cost through rate
B. click table rate
C. click through rate
D. clicks through rate
Answer» C. click through rate
9.

Which of the following clustering requires merging approach?

A. Partitional
B. Hierarchical
C. Naive Bayes
D. None of the mentioned
Answer» B. Hierarchical
10.

Which of the following function is used for k-means clustering?

A. k-means
B. k-mean
C. heatmap
D. None of the mentioned
Answer» A. k-means
11.

Hierarchical clustering should be primarily used for exploration.

A. true
B. false
Answer» A. true
12.

Following are applications of text mining

A. Classification
B. clustering
C. keyword search
D. All Above
Answer» D. All Above
13.

Point out the wrong statement.

A. k-means clustering is a method of vector quantization
B. k-means clustering aims to partition n observations into k clusters
C. k-nearest neighbor is same as k-means
D. none of the mentioned
Answer» C. k-nearest neighbor is same as k-means
14.

In ___________problems nodes in Social n/w associated with labels

A. keyword search
B. clustering
C. Classification
D. mining
Answer» C. Classification
15.

Most well-known keyword search algorithm for relational data is _______

A. DISCOVER
B. DBX-plorer
C. None of the above
D. Both A & B
Answer» D. Both A & B
16.

_____________applies authority-based ranking to keyword search on labeled graphs,

A. ObjectRank Algorithm
B. Indexbased map
C. nodekeyword map
D. DISCOVER
Answer» A. ObjectRank Algorithm
17.

Which is not classification algorithm?

A. Naive Bayes
B. TFIDF
C. Probabilistic Indexing
D. Indexbased
Answer» D. Indexbased
18.

Data mining is also known as___________

A. FDD
B. KDD
C. MDD
D. NDD
Answer» B. KDD
19.

Clustering is a common____________ data mining technique

A. Supervised
B. Unsupervised
C. both A & B
D. None
Answer» B. Unsupervised
20.

___________ is an essential process where intelligent methods are applied to extract data patterns.

A. Data warehousing
B. Data mining
C. Text mining
D. Data selection
Answer» B. Data mining
21.

Data ................... is the process of finding a model that describes and distinguishes data classes or concepts.

A. Characterization
B. Mining
C. clustering
D. Classification
Answer» D. Classification
22.

_____________ is the application of data mining techniques to discover patterns from the Web

A. Text Mining
B. Multimedia Mining
C. Web Mining
D. Link Mining
Answer» B. Multimedia Mining
23.

_______________refers to the process of deriving high-quality information from text.

A. Text Mining.
B. Image Mining
C. Database Mining
D. Multimedia Mining.
Answer» A. Text Mining.
24.

What are the different measures of centrality?

A. Degree centrality
B. Closeness centrality
C. Eigen vector centrality
D. All of the above
Answer» D. All of the above
25.

Degree centrality is defined as

A. The ratio of number of neighbors of the vertex with total number of possible neighbors
B. Central nodes of all the given nodes in networks
C. Total number of nodes in the given network
D. None of the above
Answer» A. The ratio of number of neighbors of the vertex with total number of possible neighbors
26.

Eigenvector centrality is an

A. An Important nodes has usually important friends
B. Centrality of the given central nodes
C. None of the above
D. All of the above
Answer» A. An Important nodes has usually important friends
27.

Katz centrality can be

A. Used to compute centrality in directed networks
B. Suitable in the analysis of directed acyclic graphs
C. Also used in estimating relative status of actor
D. All of the above
Answer» D. All of the above
28.

Page rank is the method

A. For rating the importance of web pages objectively and mechanically.
B. Used in google search engine
C. A simple way to count the number of times a web page is citated
D. All of the above
Answer» D. All of the above
29.

The most popular social networking website twitter makes use of HITS algorithm in suggesting user account to follow

A. true
B. false
Answer» A. true
30.

PageRank is based on the ‘random suffer’ idea and the web is seen as a markov chain

A. true
B. false
Answer» A. true
31.

vertices that have a high probability of occurring on a randomly chosen shortest path between two nodes are said to have high

A. Centrality
B. Betweeness centrality
C. Eigenvector centrality
D. None of the above
Answer» B. Betweeness centrality
32.

The number of actors outside the group that are connected to the member of that group is

A. Eigenvector centrality
B. Betweeness centrality
C. Degree centrality of the group
D. None of the above
Answer» C. Degree centrality of the group
33.

Transitivity is the tendency for friend of friends to be friend and enemy of enemy to be enemy

A. true
B. false
Answer» A. true
34.

In any directed graph if all edges are reciprocal, can have maximum of |E|=

A. 1
B. 0
C. 2
D. None of the above
Answer» C. 2
35.

Reciprocity can be computed using

A. Simple Matrix
B. Adjacency Matrix
C. Eigen Vector
D. None of the above
Answer» B. Adjacency Matrix
36.

Social Status theory measures how inconsistent individuals are in assigning status to their neighbors.

A. true
B. false
Answer» B. false
37.

A pair of nodes said to be structurally equivalent to the extent that

A. They occupy identical locations in a network
B. They are connected to exactly the same others
C. They have the identical relations to all outside actors.
D. All of the above
Answer» D. All of the above
38.

In case the documents do not share any attributes or words, the cosine similarity results in……….

A. High
B. Intermediate
C. 0
D. All of the above
Answer» C. 0
39.

Which social network is considered the most popular for business to business marketing?

A. Facebook
B. Orkut
C. Ryze
D. LinkedIn
Answer» D. LinkedIn
40.

The first step when marketing with social networks is to identify the goals and strategies.

A. true
B. false
Answer» A. true
41.

What is the term adopted for updates by Twitter users?

A. Tweets
B. Twoots
C. Twinks
D. Post
Answer» A. Tweets
42.

Web Crawler is also called as

A. Link Directory
B. Search Optimizer
C. Web Spider
D. Web Manager
Answer» C. Web Spider
43.

The ‘Sociogram’ technique is used to study

A. Human Relations
B. Vocational Interest
C. Achievement
D. Professional
Answer» A. Human Relations
44.

Can decision trees be used for performing clustering?

A. true
B. false
Answer» A. true
45.

What is the minimum no. of variables/ features required to perform clustering?

A. 0
B. 1
C. 2
D. 3
Answer» B. 1
46.

For two runs of K-Mean clustering is it expected to get same clustering results?

A. Yes
B. No
Answer» B. No
47.

Is it possible that Assignment of observations to clusters does not change between successive iterations in K-Means

A. Yes
B. No
C. Can’t say
D. None of these
Answer» A. Yes
48.

Which of the following algorithm is most sensitive to outliers?

A. K-means
B. K-medians
C. K-modes
D. K-medoids
Answer» A. K-means
49.

Which of the following are the high and low bounds for the existence of F-Score?

A. [0,1]
B. (0,1)
C. [-1,1]
D.  None of the above
Answer» A. [0,1]
50.

Which of the following method is used for finding optimal of cluster in K-Mean algorithm?

A. Elbow method
B. Manhattan method
C. All of the above
D. None of these
Answer» A. Elbow method
51.

___________for a node is simply its degree.

A. Degree
B. Eigenvector
C. Katz
D. Closeness
Answer» A. Degree
52.

__________defines how important a node is within a network.

A. Centrality
B. Degree
C. prominence
D. None of these
Answer» A. Centrality
53.

______________ centrality takes its maximum value

A. Closeness
B. Betweenness
C. Group
D. None of these
Answer» B. Betweenness
54.

__________algorithm will compute shortest paths from a single node to all other nodes.

A. Betweenness
B. Brandes’
C. Dijkstra’s
D. None of these
Answer» C. Dijkstra’s
55.

_____centrality is defined as the number of nodes from outside the group that are connected to group members.

A. Group degree
B. Closeness
C. Betweenness
D. None of these
Answer» A. Group degree
56.

_______determines how links (edges) are formed in a social graph.

A. Transitivity
B. Reciprocity
C. Centrality
D. Linking behavior
Answer» D. Linking behavior
57.

transitive behavior needs at least ________edges.

A. Three
B. two
C. one
D. four
Answer» A. Three
58.

The________ analyzes transitivity in an undirected graph.

A. Reciprocity
B. clustering coefficient
C. Centrality
D. Closeness
Answer» B. clustering coefficient
59.

________is a simplified version of transitivity

A. clustering coefficient
B. Reciprocity
C. Centrality
D. Transitivity
Answer» B. Reciprocity
60.

__________considers closed loops of length 2

A. Transitivity
B. Centrality
C. Reciprocity
D. None of these
Answer» C. Reciprocity
61.

______ theory measures how consistent individuals are in assigning status to their neighbors.

A. Social status
B. clustering coefficient
C. Closeness
D. clustering coefficient
Answer» A. Social status
62.

When using network information, the similarity between two nodes can be computed by measuring their ________

A. structural equivalence
B. their regular equivalence.
C. both a and b
D. None of these
Answer» C. both a and b
63.

To compute structural equivalence, we look at the________ shared by two nodes

A. nighborhood
B. adjcent
C. same
D. None of these
Answer» A. nighborhood
64.

In directed graphs_____________variants of degree centrality.

A. prestige
B. gregariousness
C. both a and b
D. None of these
Answer» C. both a and b
65.

__________defines a normalized version of Katz centrality.

A. PageRank centrality
B. eigenvector centrality
C. Betweenness centrality
D. None of these
Answer» A. PageRank centrality
66.

________is the behavior individuals exhibit with respect to other individuals.

A. user-user behavior
B. User-Community Behavior
C. User-Entity Behavior
D. None of these
Answer» A. user-user behavior
67.

_______represents the interactions users have with other users

A. Link data
B. content data
C. both
D. None of these
Answer» A. Link data
68.

__________algorithms determine features that contribute the most to the prediction of the class attribute.

A. classification
B. Features selection
C. both
D. None of these
Answer» B. Features selection
69.

In Behavior Analysis Methodology___________ step aims to find the relationship between features and behavior

A. An observable behavior
B. Features.
C. Feature-Behavior Association.
D. observable behavior
Answer» C. Feature-Behavior Association.
70.

__________ Modeling allow for controlled experiments and simulations that can help study individuals in social media

A. An observable behavior
B. Individual Behavior Modeling
C. Feature-Behavior Association.
D. None of these
Answer» B. Individual Behavior Modeling
71.

When a behavior di_x000B_uses in a network, one can use _______model

A. threshold models
B. Cascade Models
C. both
D. None of these
Answer» A. threshold models
72.

_________ models are sender-centric.

A. threshold models
B. Cascade Models
C. both
D. None of these
Answer» B. Cascade Models
73.

_________ models receiver-centric.

A. threshold models
B. Cascade Models
C. both
D. None of these
Answer» A. threshold models
74.

__________ examples of individual behavior modeling.

A. Cascade Models
B. threshold models
C. None of these
D. both
Answer» D. both
75.

_______measures can be used to calculate similarity

A. Katz measure
B. Rooted PageRank.
C. Hitting and Commute Time
D. all of the above
Answer» D. all of the above
76.

_______refers to a population of individuals behaving in a similar way.

A. user-user behavior
B. Collective behavior
C. User-Community Behavior
D. None of these
Answer» B. Collective behavior
77.

The user migration behavior is an example of collective behavior.

A. Collective behavior
B. user-user behavior
C. User-Community Behavior
D. None of these
Answer» A. Collective behavior
78.

which is the type of migration that take place in social media sites ?

A. site migration
B. attention migration
C. both
D. None of these
Answer» C. both
79.

Which is the general features can be considered for user migration ?

A. user activity on one site,
B. user network size
C. user rank.
D. all of the above
Answer» D. all of the above
80.

To analyze __________, there is a four-step procedure,

A. individual behavior
B. An observable behavior
C. Feature-Behavior Association.
D. None of these
Answer» A. individual behavior
81.

_____is as a microblogging service that allows people to communicate with short, 140-character messages that roughly correspond to thoughts or ideas.

A. Twitter
B. Facebook
C. Instagram
D. None of the above
Answer» A. Twitter
82.

_______relationship model allows you to keep up with the latest happenings of any other user, even though that other user may not choose to follow you back or even know that you exist.

A. Facebook
B. Instagram
C. Twitter
D. LInkedIn
Answer» C. Twitter
83.

Which of the following is the most viral section of the internet?

A. Chat Messenger
B. Social networking sites
C. Tutorial sites
D. Chat-rooms
Answer» B. Social networking sites
84.

Identify the example of Nominal attribute

A. Temperature
B. Salary
C. Mass
D. Gender
Answer» D. Gender
85.

Which of the following is not an appropriate measure for securing social networking accounts?

A. Strong passwords
B. Link your account with a phone number
C. Never write your password anywhere
D. Always maintain a soft copy of all your passwords in your PC
Answer» D. Always maintain a soft copy of all your passwords in your PC
86.

Which of the following is not a data pre-processing methods

A. Data Visualization
B. Data Discretization
C. Data Cleaning
D. Data Reduction
Answer» A. Data Visualization
87.

________________ is a popular tool to block social-media websites to track your browsing activities.

A. Fader
B. Blur
C. Social-Media Blocker
D. Ad-blocker
Answer» B. Blur
88.

Keeping the password by the name of your pet is a good choice.

A. true
B. false
Answer» B. false
89.

Increase your security for social media account by always ____________ as you step away from the system.

A. signing in
B. logging out
C. signing up
D. logging in
Answer» B. logging out
90.

Different social media services offer tips as of how to use their services and site, still maintaining a high altitude of security.

A. true
B. false
Answer» A. true
91.

Scanning your system and destroying suspicious files can reduce risks of data compromise or leakage of compromised data over social media.

A. true
B. false
Answer» A. true
92.

Many social media sites and services provide _______________ for legitimate account verification.

A. Retina scanning
B. Fingerprint scanning
C. CAPTCHA
D. 2-step verification
Answer» D. 2-step verification
93.

Which of the following activities is NOT a data mining task?

A. Predicting the future stock price of a company using historical records
B. Monitoring and predicting failures in a hydropower plant
C. Extracting the frequencies of a sound wave
D. Monitoring the heart rate of a patient for abnormalities
Answer» C. Extracting the frequencies of a sound wave
94.

____________ type of sites are known as friend-of-a-friend site.

A. Chat Messenger
B. Social networking sites
C. Tutorial sites
D. Chat-rooms
Answer» B. Social networking sites
95.

If hackers gain access to your social media accounts, they can do some illicit or shameless act to degrade your reputation.

A. true
B. false
Answer» A. true
96.

Identify the example of sequence data

A. weather forecast
B. data matrix
C. market basket data
D. genomic data
Answer» D. genomic data
97.

Incorrect or invalid data is known as ______

A. Missing data
B. Outlier
C. Changing data
D. Noisy data
Answer» D. Noisy data
98.

The important characteristics of structured data are

A. Sparsity, Resolution, Distribution, Tuples
B. Sparsity, Centroid, Distribution , Dimensionality
C. Resolution, Distribution, Dimensionality ,Objects
D. Dimensionality, Sparsity, Resolution, Distribution
Answer» D. Dimensionality, Sparsity, Resolution, Distribution
99.

The problem of finding hidden structure in unlabeled data is called

A. Supervised learning
B. Unsupervised learning
C. Reinforcement learning
Answer» B. Unsupervised learning
100.

Which data mining task can be used for predicting wind velocities as a function of temperature, humidity, air pressure, etc.?

A. Cluster Analysis
B. Regression
C. Classification
D. Sequential pattern discovery
Answer» B. Regression
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