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CUSTOMER_CODE SMUDE DIVISION_CODE SMUDE EVENT_CODE Jan2017 ASSESSMENT_CODE BT9402_Jan2017 QUESTION_TYPE DESCRIPTIVE_QUESTION QUESTION_ID 13592 QUESTION_TEXT Explain the different fundamental principles considered in artificial intelligence. SCHEME OF EVALUATION i.The first principle: Bounded rationality implies opportunities search: This is the fundamental result of Simon’s research on decision making in organizations, leading to the Nobel prize. ii.The second principle: A physical symbol system is necessary and sufficient for intelligent action: The second principle of AI is the physical system hypothesis, i.e. a physical symbol system is necessary and sufficient for intelligent action. iii.The third principle: the magic no 70,000+20,000: The third principle of AI is that an expert knows 70,000 counts of information give or take a binary order of magnitude. iv.Fourth principle: Search compensate for lack of knowledge: The fourth principle of AI is that search compensate for lack of knowledge. v.The fifth principle: knowledge compensate for lack of search: - This is an important insight which was clearly understood even as late as 1970 i.e. knowledge reduces uncertainty and helps us constrain the exponential growth leading to the solution of the many otherwise unsolved problems.(2 marks each) QUESTION_TYPE DESCRIPTIVE_QUESTION QUESTION_ID 13594 QUESTION_TEXT Define Scripts. Explain the advantages & Disadvantages of Script. Why Scripts are beneficial? SCHEME OF EVALUATION Scripts A set of circumstance which are prescribed by a structure which are expected to follow on from one another are said to be a Script. It is a thought sequence or continuation of situations which are expected. With more specialized roles it is considered to have more number of slots or frames. Roger Schank, Robert P. Abelson and their research group in their early AI work developed the Scripts. This is a method of presenting procedural language. The may look like frames, with a difference to fill the slots is in a ordered fashion. Advantages The advantages of Script are: Events and answering the question are predictable by scripts. Unusual events can be detected. From a collection of observations a single coherent interpretation can be built up. Disadvantages The disadvantages of Script are: Less general than frames. All kinds of knowledge cannot be represented. Ad hoc Scripts either only account for details in a restricted domain so they are not interesting or they apply everywhere which is not likely. Why are Scripts beneficial? Scripts are beneficial because: In known runs or patterns, Events tend to run. Existence of causal relationships between events. To allow an event to take place there exist an entry conditions. Prerequisites exist upon events taking place. E.g. when a student progresses through a degree scheme or when a purchaser buys a house. QUESTION_TYPE DESCRIPTIVE_QUESTION QUESTION_ID 72848 QUESTION_TEXT List the architectural principles for Expert system. SCHEME OF EVALUATION (1*10=10marks) Knowledge is power Knowledge is often inexact and incomplete Knowledge is often poorly specified Expert system need to b flexible Expert systems need to be transparent Separate inference engine and knowledge base level Use uniform fact representation Keep inference engine simple Explicit redundancy Amateurs experts slowly. QUESTION_TYPE DESCRIPTIVE_QUESTION QUESTION_ID 126151 QUESTION_TEXT What is hill climbing strategy? Discuss its drawbacks and solutions. 1.pick a random point in the search space 2.consider all the neighbors of the current state 3.choose the neighbor with the best quality and move to that state 4.repeat 2 through 4 until all the neighboring states are of lower quality 5.return the current state as the solution state Drawbacks: SCHEME OF EVALUATION local maxima: a peak that is lower than the highest peak in the state space. Once on a local maximum, hill climbing will halt, even though there is a better solution plateau: area of the state space where the evaluation function is nearly fla. Hill climbing will do a random walk in such an area ridges: a ridge can have steeply sloping sides, so that the search reaches the top with ease, but on the top may slope gently toward a peak. Unless there happens to be operators that move directly along the top of the ridge the search may oscillate from side to side making little or no progress. Solutions: backtracking making big jumps applying multiple rules before testing QUESTION_TYPE DESCRIPTIVE_QUESTION QUESTION_ID 126153 QUESTION_TEXT Explain the various approaches to knowledge representation Simple relational knowledge – 2 ½ marks inheritable knowledge – 2 ½ marks SCHEME OF EVALUATION inferential knowledge – 2 ½ marks Procedural knowledge – 2 ½ marks QUESTION_TYPE DESCRIPTIVE_QUESTION QUESTION_ID 126154 QUESTION_TEXT Write resolution algorithm. What are the different strategies used to select clauses to be resolved? Algorithm – 3 marks Resolution strategy – 7 marks Level saturation – 3 marks Set of support – 2 marks SCHEME OF EVALUATION Unit preference – 1mark Linear resolution – 1 mark