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Business Intelligence, Analytics, Data Science, and AI,
by Ramesh Sharda, Dursun Delen , Efraim Turban
,Table Of Contents
Chapter 1 An Overview Of Business Intelligence, Analytics, And Data Science............................................. 2
Chapter 2 Artificial Intelligence: Concepts, Drivers, Major Technologies, And Business Applications ........ 30
Chapter 3 Descriptive Analytics I: Nature Of Data, Big Data, And Statistical Modeling ............................... 59
Chapter 4 Descriptive Analytics II: Business Intelligence Data Warehousing, And Visualization................. 91
Chapter 5 Predictive Analytics I: Data Mining Process, Methods, And Algorithms ................................... 123
Chapter 6 Predictive Analytics II: Text, Web, And Social Media Analytics ................................................. 155
Chapter 7 Deep Learning And Cognitive Computing ................................................................................. 185
Chapter 8 Prescriptive Analytics: Optimization And Simulation ................................................................ 215
Chapter 9 The Landscape Of Software Tools And Languages .................................................................... 247
Chapter 10 New AI-Based Trends In Analytics And Data Science .............................................................. 278
Chapter 11 Ethical, Privacy And Managerial Considerations In Analytics.................................................. 311
,Chapter 1 An Overview Of Business Intelligence,
Analytics, And Data Science
1) Computerized Support Is Used For Organizational And Managerial Decisions
That Are Responses To External Pressures And To Take Advantage Of Market
Opportunities. Answer: TRUE
Diff: 1 Page Ref: 32
2) During The Early Days Of Analytics, Data Was Often Obtained From The
Domain Experts Using Manual Processes To Build Mathematical Or Knowledge-
Based Models. Answer: TRUE
Diff: 2 Page Ref: 56
3) Computer Applications Have Moved From Transaction Processing And
Monitoring Activities To Problem Analysis And Decision Support Applications.
Answer: TRUE
Diff: 1 Page Ref: 48
4) Business Intelligence Is A Specific Term That Describes A Variety Of
Information Technology And Data Capturing Focused System Architectures.
Answer: FALSE
Diff: 2 Page Ref: 46
5) The Growth In Hardware, Software, And Network Capacities Were The
Core Contributors To The Proliferation Of Decision Support And
Analytics Systems. Answer: FALSE
Diff: 2 Page Ref: 48
2
Copyright © 2024 Pearson Education Ltd.
, 6) Managing Data Warehouses Requires Special Methods, Including Parallel
And Cloud Computing Along With Hadoop/Spark.
Answer: TRUE
Diff: 2 Page Ref: 49
7) Managing Information On Operations, Customers, Internal Procedures,
And Employee Interactions Is The Domain Of Cognitive Science.
Answer: FALSE
Diff: 3 Page Ref: 49
8) Decision Support System (DSS), Analytics, And Management Information
System (MIS) Have Precise Definitions Agreed To By Most Practitioners.
Answer: FALSE
Diff: 2 Page Ref: 55
9) Of All Analytics Types (I.E., Descriptive, Predictive, And Prescriptive), Data
Mining Is Most Closely Related To Predictive Analytics.
Answer: TRUE
Diff: 1 Page Ref: 65
10) Major Commercial Business Intelligence (BI) Products And Services Were
Well Established In The Early 1970s.
Answer: FALSE
Diff: 2 Page Ref: 55
11) Information Systems That Support Such Transactions As ATM Withdrawals,
Bank Deposits, And Cash Register Scans At The Grocery Store Represent Online
Transaction
3
Copyright © 2024 Pearson Education Ltd.
Business Intelligence, Analytics, Data Science, and AI,
by Ramesh Sharda, Dursun Delen , Efraim Turban
,Table Of Contents
Chapter 1 An Overview Of Business Intelligence, Analytics, And Data Science............................................. 2
Chapter 2 Artificial Intelligence: Concepts, Drivers, Major Technologies, And Business Applications ........ 30
Chapter 3 Descriptive Analytics I: Nature Of Data, Big Data, And Statistical Modeling ............................... 59
Chapter 4 Descriptive Analytics II: Business Intelligence Data Warehousing, And Visualization................. 91
Chapter 5 Predictive Analytics I: Data Mining Process, Methods, And Algorithms ................................... 123
Chapter 6 Predictive Analytics II: Text, Web, And Social Media Analytics ................................................. 155
Chapter 7 Deep Learning And Cognitive Computing ................................................................................. 185
Chapter 8 Prescriptive Analytics: Optimization And Simulation ................................................................ 215
Chapter 9 The Landscape Of Software Tools And Languages .................................................................... 247
Chapter 10 New AI-Based Trends In Analytics And Data Science .............................................................. 278
Chapter 11 Ethical, Privacy And Managerial Considerations In Analytics.................................................. 311
,Chapter 1 An Overview Of Business Intelligence,
Analytics, And Data Science
1) Computerized Support Is Used For Organizational And Managerial Decisions
That Are Responses To External Pressures And To Take Advantage Of Market
Opportunities. Answer: TRUE
Diff: 1 Page Ref: 32
2) During The Early Days Of Analytics, Data Was Often Obtained From The
Domain Experts Using Manual Processes To Build Mathematical Or Knowledge-
Based Models. Answer: TRUE
Diff: 2 Page Ref: 56
3) Computer Applications Have Moved From Transaction Processing And
Monitoring Activities To Problem Analysis And Decision Support Applications.
Answer: TRUE
Diff: 1 Page Ref: 48
4) Business Intelligence Is A Specific Term That Describes A Variety Of
Information Technology And Data Capturing Focused System Architectures.
Answer: FALSE
Diff: 2 Page Ref: 46
5) The Growth In Hardware, Software, And Network Capacities Were The
Core Contributors To The Proliferation Of Decision Support And
Analytics Systems. Answer: FALSE
Diff: 2 Page Ref: 48
2
Copyright © 2024 Pearson Education Ltd.
, 6) Managing Data Warehouses Requires Special Methods, Including Parallel
And Cloud Computing Along With Hadoop/Spark.
Answer: TRUE
Diff: 2 Page Ref: 49
7) Managing Information On Operations, Customers, Internal Procedures,
And Employee Interactions Is The Domain Of Cognitive Science.
Answer: FALSE
Diff: 3 Page Ref: 49
8) Decision Support System (DSS), Analytics, And Management Information
System (MIS) Have Precise Definitions Agreed To By Most Practitioners.
Answer: FALSE
Diff: 2 Page Ref: 55
9) Of All Analytics Types (I.E., Descriptive, Predictive, And Prescriptive), Data
Mining Is Most Closely Related To Predictive Analytics.
Answer: TRUE
Diff: 1 Page Ref: 65
10) Major Commercial Business Intelligence (BI) Products And Services Were
Well Established In The Early 1970s.
Answer: FALSE
Diff: 2 Page Ref: 55
11) Information Systems That Support Such Transactions As ATM Withdrawals,
Bank Deposits, And Cash Register Scans At The Grocery Store Represent Online
Transaction
3
Copyright © 2024 Pearson Education Ltd.
