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logica de lo preconciente aportes a la primera topica - Asociación ...

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Pab<strong>lo</strong> D. Slemenson“Lógica <strong>de</strong> <strong>lo</strong> <strong>preconciente</strong>”robustness, <strong>lo</strong>w solution cost, and better rapport with reality. In the main, FL, NC, EC,and PC are complementary rather than competitive. For this reason, it is frequentlyadvantageous to use FL, NC, EC, and PC in combination rather than exclusively,leading to so-called "hybrid intelligent systems." At this juncture, the most visiblesystems of this type are neuro-fuzzy systems. We are also beginning to see fuzzygenetic,neuro-genetic, and neuro-fuzzy-genetic systems. Such systems are likely tobecome ubiquitous in the not-distant future. In coming years, the ubiquity of intelligentsystems is certain to have a profound impact on the ways in which man-ma<strong>de</strong> systemsare conceived, <strong>de</strong>signed, manufactured, emp<strong>lo</strong>yed, and interacted with. This is theperspective in which the basic issues re<strong>la</strong>ting to soft computing and intelligent systemsare addressed in my lecture.Toward a Computational Theory of Perceptions Based on Computing with Words(Professor Lotfi A. Za<strong>de</strong>h)(ARO) DAAH 04-961-0341, Berkeley Initiative on Soft Computing, British Telecom,(LLNL) B-291525, (NASA) NAC2-1177, and (ONR) N00014-96-1-0556Humans have a remarkable capability for performing a wi<strong>de</strong> variety of physical andmental tasks without any measurements and any computations. Familiar examples ofsuch tasks are: parking a car, driving in heavy traffic, p<strong>la</strong>ying golf, assessing wine,recognizing distorted speech, and summarizing a story. Un<strong>de</strong>rlying this capability is thebrain's crucial ability to manipu<strong>la</strong>te perceptions--perceptions of distance, size, weight,time, force, co<strong>lo</strong>r, direction, number, simi<strong>la</strong>rity, number, likelihood, and truth, amongothers. One of the basic aims of science has been and continues to be that ofprogressing from perceptions to measurements. Pursuit of this goal has led to brilliantsuccesses. We have sent men to the moon; we can build computers that are capable ofperforming billions of computations per second; we have constructed telescopes thatcan exp<strong>lo</strong>re the far reaches of the universe; and we can date the age of rocks that aremillions of years old. But a<strong>lo</strong>ngsi<strong>de</strong> the brilliant successes stand conspicuousun<strong>de</strong>rachievements and outright failures. We cannot build robots that can move withthe agility of animals or humans; we cannot automate driving in heavy traffic; wecannot trans<strong>la</strong>te from one <strong>la</strong>nguage to another at the level of a human interpreter; wecannot create programs that can summarize non-trivial stories; our ability to mo<strong>de</strong>l thebehavior of economic systems leaves much to be <strong>de</strong>sired; and we cannot buildApendice 318

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