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Chapter 4 Decision Support and Artificial Intelligence Brainpower for Your Business 1 Introduction Types of computer-aided decision support. Figure 4.1 pg 134 2 Management Problem solving Model Problem or opportunity Objectives Alternatives Analysis of alternatives Recommendation Implementation 3 Decisions, Decisions, Decisions How You Make a Decision Four phases of decision making Figure 4.2 pg 135 4 Decisions, Decisions, Decisions Types of Decisions You Face Figure 4.3 pg 136 5 Structured How many workers to staff line A What is the EOQ for raw material Z How many turbines to power Lethbridge? Unstructured What are the benefits of merging with XYZ How will consumer react if we lower the price by 10% What are the benefits of MacDonalds opening up Hotels 6 Decision Support Systems Decision support system (DSS) - highly flexible and interactive IT system that is designed to support decision making when the problem is not structured. 7 Decision Support Systems Components of a Decision Support System Figure 4.5 pg 138 8 Collaboration System Collaboration system – software that is designed specifically to improve the performance of teams by supporting the sharing and flow of information. Figure 4.6 pg 141 9 Geographic Information Systems Geographic information system (GIS) - a decision support system designed to work with spatial information. Spatial information is any information that can be shown in map form, such as roads, the distribution of bald eagle populations, and the layout of electrical lines. 10 Geographic Information Systems http://www.corda.com/examples/go/ 11 Artificial Intelligence Artificial intelligence (AI) - the Robot - mechanical device equipped science of making machines imitate ____________ thinking and behavior. with simulated ____________ senses and the capability of taking action on its own. 12 Artificial Intelligence The AI systems that businesses use most can be classified into four categories: 1. Expert systems 3. ________ networks Genetic ________ 4. Intelligent agents 2. 5. 6. 7. Robotics - industry Artifical Vision – sort mail Natural Language processing - input 13 Expert Systems Expert system, or knowledgebased system - ________ ________system that applies reasoning capabilities to reach a conclusion. Internal medicine, investments, tax planning, engineers, accountants etc 14 Expert Systems Components of an Expert System Expert systems are good for diagnostic (what’s wrong?) and prescriptive (what to do?) problems. 15 Expert Systems Components of an Expert System Figure 4.10 pg 150 16 Expert Systems What Expert Systems Can and Can’t Do An expert system can: Reduce ________ Improve customer service ________ costs An expert system can’t: Use common sense ________ all processes Limited ability to learn 17 Neural Networks Neural network (often called an artificial neural network or ANN) an artificial intelligence system that is capable of finding and ____________ patterns. 18 Neural Networks Types of Neural Networks Self-organizing neural network - finds _______ and __________ in vast amounts of data by itself. Back-propagation neural network - a neural network trained by someone. 19 Neural Networks Inside a Neural Network Figure 4.11 pg 155 20 Genetic Algorithms Genetic algorithm - an artificial intelligence system that mimics the ________, survival-of-the-fittest process to generate increasingly better solutions to a problem. 21 Genetic Algorithms Genetic algorithms use three concepts of evolution: _________ — survival of the fittest. _________— combining portions of good outcomes in the hope of creating an even better outcome. ________ — randomly trying combinations and evaluating the success (or failure) of the outcome. 22 Intelligent Agents Intelligent agent - software that Four types of intelligent agents include: assists you, or acts on your behalf, in performing repetitive computer-related tasks. Buyer agents or shopping bots User or personal agents Monitoring-and-surveillance or predictive agents Data-mining agents 23