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1 underlying computer
1. базовая вычислительная машина2. базовая машина -
2 underlying computer
Большой англо-русский и русско-английский словарь > underlying computer
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3 underlying computer
1) Компьютерная техника: базовая машина2) Вычислительная техника: базовая вычислительная машина, базовая машина (системы) -
4 underlying computer
English-Russian dictionary of computer science and programming > underlying computer
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5 underlying computer
English-Russian dictionary of computer science > underlying computer
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6 computer
1) компьютер; вычислительная машина; ЭВМ; вычислительное устройство; вычислитель; редк. процессор2) редк. счётная машина (см. тж calculator, machine)•- adaptive computer
- airborne computer
- all-applications computer
- all-purpose computer
- alternating-current analog computer
- analog computer
- analog-digital computer
- arbitrary sequence computer
- associative computer
- asynchronous computer
- automotive computer
- baby-sized computer
- back-end computer
- batch-oriented computer
- battery-operated computer
- binary computer
- binary-transfer computer
- board computer
- boutique computer
- brand-name computer
- breadboard computer
- buffered computer
- business computer
- business-oriented computer
- byte computer
- byte-organized computer
- byte-oriented computer
- cassette-based computer
- census computer
- central computer
- character-oriented computer
- chemical-based computer
- chess computer
- CISC computer
- commercial computer
- commodity computer
- communication computer
- communications oriented computer
- compatible computer
- complete-instruction-set computer
- concurrent computer
- consecutive computer
- consecutive sequence computer
- continuously acting computer
- control computer
- control flow computer
- correlation computer
- coupled computers
- cryogenic computer
- cryotron computer
- custom computer
- database computer
- data-flow computer
- decimal computer
- dedicated computer
- desk computer
- desk-size computer
- desk-top computer
- dialing set computer
- dial set computer
- digital computer
- direct execution computer
- direct-analogy computer
- direct-current computer
- diskless computer
- distributed logic computer
- drum computer
- dual-processor computer
- education computer
- electromechanical analog computer
- electronic tube computer
- electron tube computer
- electronic computer
- end-user computer
- ever-faster computer
- externally programmed computer
- fault-tolerant computer
- fifth-generation computer
- file computer
- first-generation computer
- fixed word-length computer
- fixed-point computer
- fixed-program computer
- flat screen computer
- floating-point computer
- fluid computer
- four-address computer
- fourth-generation computer
- fractional computer
- front-end computer
- gateway computer
- general-purpose computer
- giant computer
- giant-powered computer
- giant-scale computer
- giant-size computer
- gigacycle computer
- gigahertz computer
- guidance computer
- handheld computer
- high-end computer
- high-function computer
- high-level language computer
- high-level computer
- highly parallel computer
- high-performance computer
- high-speed computer
- hobby computer
- home banking computer
- home computer
- host computer
- hybrid computer
- IBM-compatible computer
- IC computer
- incompatible computer
- incremental computer
- industrial computer
- integrated circuit computer
- interface computer
- interim computer
- intermediate computer
- internally programmed computer
- Internet computer
- keyboard computer
- kid computer
- laptop computer
- large computer
- large-powered computer
- large-scale computer
- large-scale integration circuit computer
- large-size computer
- laser computer
- linkage computer
- local computer
- logical computer
- logic computer
- logic-controlled sequential computer
- logic-in-memory computer
- low-end computer
- low-profile computer
- low-speed computer
- LSI computer
- mainframe computer
- massively parallel computer
- master computer
- mechanical computer
- medium computer
- medium-powered computer
- medium-size computer
- medium-speed computer
- medium-to-large scale computer
- mediun-scale computer
- megacycle computer
- megahertz computer
- microprogrammable computer
- microwave computer
- mid-range computer
- molecular computer
- monoprocessor computer
- multiaddress computer
- multi-MIPS computer
- multiple-access computer
- multiple-user computer
- multiprocessor computer
- multiprogrammed computer
- multipurpose computer
- multiradix computer
- navigation computer
- net node computer
- networked computer
- N-node computer
- no-address computer
- node computer
- nonsequential computer
- nonstop computer
- non-von Neumann computer
- notebook computer
- object computer
- office computer
- off-the-shelf computer
- one-address computer
- one-and-half-address computer
- one-on-one computer
- one-purpose computer
- optical computer
- optical path computer
- original computer
- palm-size computer - parallel-processing computer
- parallel-serial computer
- parametric-electronic computer
- parametron computer
- pen-based computer
- pentop computer
- perihperal support computer
- peripheral computer
- personal computer
- pictorial computer
- pipeline computer
- plugboard computer
- plug-compatible computer
- plugged program computer
- pneumatic computer
- pocket computer
- Polish-string computer
- polynomial computer
- portable computer
- process control computer
- production control computer
- professional computer
- professional personal computer
- program-compatible computer
- program-controlled computer
- programmed computer
- punch-card computer
- rack-size computer
- radix two computer
- real-time computer
- recovering computer
- reduced instruction set computer
- reduction computer
- remote computer
- repetitive computer
- RISC computer
- satellite computer
- scientific computer
- second-generation computer
- secondhand computer
- self-adapting computer
- self-organizing computer
- self-programming computer
- self-repairing computer
- self-repair computer
- sensor-based computer
- sequence-controlled computer
- sequenced computer
- sequential computer
- serial computer
- service computer
- service-oriented computer
- SIMD computer
- simultaneous-operation computer
- simultaneous computer
- single-address computer
- single-board computer
- single-purpose computer
- single-user computer
- slave computer
- small computer
- small-powered computer
- small-scale computer
- small-size computer
- soft-compatible computer
- solid-state computer
- SOS computer
- source computer
- space computer
- spaceborne computer
- special-purpose computer
- special computer
- square-root computer
- stack-oriented computer
- standby computer
- statistical computer
- steering computer
- stored-program computer
- subscriber computer
- super computer
- superconductive computer
- superhigh-speed computer
- superpersonal computer
- superspeed computer
- supervisory computer
- switch-control computer
- switching computer
- symbolic computer
- synchronous computer
- synchronous tracking computer
- tagged computer
- talking computer
- target computer
- technical computer
- technical personal computer
- terminal computer
- terminal control computer
- ternary-transfer computer
- tessellated computer
- thermal computer
- thin-film memory computer
- third-generation computer
- three-address computer
- three-dimensional analog computer
- timeshared computer
- top level computer
- top-of-the-line computer
- toy computer
- training computer
- transformation computer
- transistorized computer
- transistor computer
- translating computer
- tridimensional analog computer
- trip computer
- truth-table computer
- Turing-type computer
- two-address computer
- ultrafast computer
- underlying computer
- user computer
- vacuum tube computer
- variable word-length computer
- very-high-speed computer
- video-and-cassette-based computer
- virtual computer
- von Neumann computer
- wearable computer
- weather computer
- wired-program computer
- word-oriented computer
- workgroup computer
- X-computer
- zero-address computerEnglish-Russian dictionary of computer science and programming > computer
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7 computer
[kəmˈpju:tə]airborne computer бортовая ЭВМ analog computer аналоговая вычислительная машина backend computer машина базы данных backup computer вчт. резервная вычислительная машина battery-operated computer машина с батарейным питанием breadboard computer макетная ЭВМ business computer ЭВМ для экономических задач commercial computer серийная вычислительная машина commercial computer серийный вычислительная машина communication computer вчт. связной процессор compatible computer совместимая вычислительная машина computer вычислитель computer вычислительная машина computer вычислительное устройство computer компьютер; счетно-решающее устройство; (электронно-)вычислительная машина, ЭВМ; счетчик computer вчт. компьютер computer компьютер computer вчт. компьютерный computer компьютерный computer машинный computer расчетчик computer счетчик computer тот, кто вычисляет computer running MS-DOS машина работающая под управлением МС-ДОС concurrent computer ЭВМ с совмещением операций consecutive computer ЭВМ без совмещения операций control computer управляющий компьютер correlation computer вычислитель корреляции функции coupled computers спаренные компьютеры cryogenic computer криогенная вычислительная машина data flow computer вчт. компьютер с потоковой архитектурой data-flow computer потоковая вычислительная машина dataflow computer компьютер управляемый потоком данных dedicated computer вычислительная машина спецназначения dedicated computer специализированная машина desk computer настольный компьютер desk-size computer малогабаритная машина deskside computer настольный компьютер digital computer цифровая вычислительная машина digital computer вчт. цифровая вычислительная машина digital: computer цифровой; digital computer цифровая вычислительная машина diskless computer бездисковая машина dual-processor computer двухпроцессорная мащина embedded computer встроенный компьютер entry-level computer минимальный вариант компьютера fault-tolerant computer отказоустойчивая вычислительная машина fine-grain computer мелкомодульный компьютер fine-grained computer мелкомодульный компьютер floor-standing computer компьютер в стоечном исполнении front-end computer связная вычислительная машина fronted computer связной процессор general computer универсальная вычислительная машина general-purpose computer универсальная вычислительная машина giant-scale computer супер ЭВМ handheld computer микрокалькулятор handheld computer портативный компьютер high-speed computer быстродействующая вычислительная машина hobby computer вчт. вычислительная машина для любительского использования home computer бытовая вычислительная машина home computer бытовой компьютер home computer вчт. вычислительная машина для домашнего использования host computer главная вычислительная машина host computer вчт. главная вычислительная машина hybrid computer вчт. аналого-цифровая вычислительная машина hybrid computer вчт. гибридная вычислительная машина incompatible computer несовместимая вычислительная машина lap-top computer дорожная вычислительная машина laptop computer портативный компьютер large computer большая машина logic computer логическая машина logic-in-memory computer ассоциативная вычислительная машина mainframe computer универсальная вычислительная машина master computer ведущая вычислительная машина medium computer средняя вычислительная машина medium-scale computer машина средних возможностей medium-size computer машина средних габаритов mesh connected computer вчт. компьютер с матричными соединениями multiprocessor computer многопроцессорная машина multipurpose computer многоцелевая машина multiuser computer многоабонентская вычислительная машина multiuser computer многоабонентская машина multiuser computer многопользовательская вычислительная машина net node computer вчт. многоузловая машина networked computer машина сети neurobionical computer нейробионические ЭВМ no-address computer безадресная вычислительная машина nonstop computer невыключаемая машина notebook computer портативный компьютер блокнотного размера object computer целевая вычислительная машина off-the-shelf computer серийный компьютер office computer конторская вычислительная машина office computer учрежденческая ЭВМ one-address computer одноадресная вычислительная машина one-purpose computer узкоспециализированная машина palmtop computer портативный компьютер peripheral computer периферийная машина personal computer персональный компьютер, ПЭВМ PC: PC: personal computer персональная вычислительная машина pictorial computer панорамное вычислительное устройство pocket computer карманная ЭВМ pocket computer портативный компьютер portable computer портативная вычислительная машина professional computer профессиональная ПЭВМ program-compatible computer программно-совместимая машина programmed computer машина с хранимой программой relay computer релейная вычислительная машина remote computer удаленная вычислительная машина satellite computer вспомогательная машина satellite computer периферийная вычислительная машина scientific computer вычислительная машина для научных расчетов self-adapting computer самоадаптирующаяся вычислительная машина serial computer серийная вычислительная машина server computer служебная машина service computer обслуживаемая вычислительная машина service computer обслуживающая машина single-address computer одноадресная вычислительная машина single-board computer одноплатная вычислительная машина single-board computer одноплатный компьютер single-purpose computer специальная вычислительная машина single-purpose computer узкоспециализированная машина single-user computer однопользовательская машина slave computer подчиненная вычислительная машина slave computer подчиненный компьютер small-size computer малогабаритная вычислительная машина small-size computer малогабаритная машина software-compatible computer программно-совместимая эвм solid-state computer полупроводниковая вычислительная машина space computer вычислительная машина для космоса special purpose computer специализированный компьютер standby computer резервная вычислительная машина standby computer резервная машина subscriber computer абонентная вычислительная машина super computer супер эвм superhight-speed computer сверхбыстродействующая вычислительная машина superspeed computer сверхбыстродействующая машина supervisory computer координирующая машина supervisory computer машина типа диспетчер switch-control computer коммутационная вычислительная машина tagged computer вычислительная машина с теговой организацией target computer целевая вычислительная машина target computer целевой компьютер terminal computer терминальная вычислительная машина terminal computer терминальная машина tesselated computer мозаичная вычислительная машина three-address computer трехадресная вычислительная машина top level computer вчт. вычислительная машина верхнего уровня top-of-the-line computer наиболее мощная вычислительная машина trainig computer обучающая вычислительная машина training computer обучающая машина transistor computer транзисторная вычислительная машина translating computer преобразующий компьютер translating computer трансляционный компьютер ultrafast computer сверхбыстродействующая машина ultrafast computer сверхбыстродействующая эвм underflying computer базовая вычислительная машина underlying computer базовая машина user computer вычислительная машина пользования user computer пользовательская машина vector computer векторный компьютер virtual computer виртуальная вычислительная машина virtual computer виртуальная машина von-Neumann computer фон-неймановская машина zero-address computer безадресная вычислительная машина -
8 computer
kəmˈpju:tə
1. сущ.
1) компьютер;
(электронно-) вычислительная машина, ЭВМ personal computer ≈ персональный компьютер digital computer ≈ цифровая вычислительная машина all-purpose computer ≈ многоцелевой компьютер, универсальный компьютер chess computer ≈ шахматный компьютер, вычислительная машина для игры в шахматы
2) тот, кто вычисляет;
человек, делающий подсчеты Syn: reckoner
2. прил. вычислительный;
компьютерный, машинный computer center ≈ вычислительный центр;
компьютерный центр computer aids ≈ вычислительные средства, средства вычислительной техники computer automation ≈ компьютеризация computer facilities ≈вычислительная техника компьютер, электронная вычислителььная машина, ЭВМ;
- digital * цифровая вычислительная машина;
- hybrid * аналого-цифровая вычислительная машина;
- satellite * периферийная ЭВМ;
- portable * портативная ЭВМ вычислитель, расчетчик счетчик компьютерный, машинный;
- * programme программа для вычислительной машины, машинная программа;
- * people вычислители;
- * man вычислитель;
- * test машинный эксперимент;
- * family семейство ЭВМ;
- * game машинная игра;
игровая программа;
- * centre вычислительный центр;
- * science информатика;
- * system вычислительная система, ЭВМ;
- * music компьютерная музыка airborne ~ бортовая ЭВМ analog ~ аналоговая вычислительная машина backend ~ машина базы данных backup ~ вчт. резервная вычислительная машина battery-operated ~ машина с батарейным питанием breadboard ~ макетная ЭВМ business ~ ЭВМ для экономических задач commercial ~ серийная вычислительная машина commercial ~ серийный вычислительная машина communication ~ вчт. связной процессор compatible ~ совместимая вычислительная машина computer вычислитель ~ вычислительная машина ~ вычислительное устройство ~ компьютер;
счетно-решающее устройство;
(электронно-) вычислительная машина, ЭВМ;
счетчик ~ вчт. компьютер ~ компьютер ~ вчт. компьютерный ~ компьютерный ~ машинный ~ расчетчик ~ счетчик ~ тот, кто вычисляет ~ running MS-DOS машина работающая под управлением МС-ДОС concurrent ~ ЭВМ с совмещением операций consecutive ~ ЭВМ без совмещения операций control ~ управляющий компьютер correlation ~ вычислитель корреляции функции coupled ~s спаренные компьютеры cryogenic ~ криогенная вычислительная машина data flow ~ вчт. компьютер с потоковой архитектурой data-flow ~ потоковая вычислительная машина dataflow ~ компьютер управляемый потоком данных dedicated ~ вычислительная машина спецназначения dedicated ~ специализированная машина desk ~ настольный компьютер desk-size ~ малогабаритная машина deskside ~ настольный компьютер digital ~ цифровая вычислительная машина digital ~ вчт. цифровая вычислительная машина digital: ~ цифровой;
digital computer цифровая вычислительная машина diskless ~ бездисковая машина dual-processor ~ двухпроцессорная мащина embedded ~ встроенный компьютер entry-level ~ минимальный вариант компьютера fault-tolerant ~ отказоустойчивая вычислительная машина fine-grain ~ мелкомодульный компьютер fine-grained ~ мелкомодульный компьютер floor-standing ~ компьютер в стоечном исполнении front-end ~ связная вычислительная машина fronted ~ связной процессор general ~ универсальная вычислительная машина general-purpose ~ универсальная вычислительная машина giant-scale ~ супер ЭВМ handheld ~ микрокалькулятор handheld ~ портативный компьютер high-speed ~ быстродействующая вычислительная машина hobby ~ вчт. вычислительная машина для любительского использования home ~ бытовая вычислительная машина home ~ бытовой компьютер home ~ вчт. вычислительная машина для домашнего использования host ~ главная вычислительная машина host ~ вчт. главная вычислительная машина hybrid ~ вчт. аналого-цифровая вычислительная машина hybrid ~ вчт. гибридная вычислительная машина incompatible ~ несовместимая вычислительная машина lap-top ~ дорожная вычислительная машина laptop ~ портативный компьютер large ~ большая машина logic ~ логическая машина logic-in-memory ~ ассоциативная вычислительная машина mainframe ~ универсальная вычислительная машина master ~ ведущая вычислительная машина medium ~ средняя вычислительная машина medium-scale ~ машина средних возможностей medium-size ~ машина средних габаритов mesh connected ~ вчт. компьютер с матричными соединениями multiprocessor ~ многопроцессорная машина multipurpose ~ многоцелевая машина multiuser ~ многоабонентская вычислительная машина multiuser ~ многоабонентская машина multiuser ~ многопользовательская вычислительная машина net node ~ вчт. многоузловая машина networked ~ машина сети neurobionical ~ нейробионические ЭВМ no-address ~ безадресная вычислительная машина nonstop ~ невыключаемая машина notebook ~ портативный компьютер блокнотного размера object ~ целевая вычислительная машина off-the-shelf ~ серийный компьютер office ~ конторская вычислительная машина office ~ учрежденческая ЭВМ one-address ~ одноадресная вычислительная машина one-purpose ~ узкоспециализированная машина palmtop ~ портативный компьютер peripheral ~ периферийная машина personal ~ персональный компьютер, ПЭВМ PC: PC: personal computer персональная вычислительная машина pictorial ~ панорамное вычислительное устройство pocket ~ карманная ЭВМ pocket ~ портативный компьютер portable ~ портативная вычислительная машина professional ~ профессиональная ПЭВМ program-compatible ~ программно-совместимая машина programmed ~ машина с хранимой программой relay ~ релейная вычислительная машина remote ~ удаленная вычислительная машина satellite ~ вспомогательная машина satellite ~ периферийная вычислительная машина scientific ~ вычислительная машина для научных расчетов self-adapting ~ самоадаптирующаяся вычислительная машина serial ~ серийная вычислительная машина server ~ служебная машина service ~ обслуживаемая вычислительная машина service ~ обслуживающая машина single-address ~ одноадресная вычислительная машина single-board ~ одноплатная вычислительная машина single-board ~ одноплатный компьютер single-purpose ~ специальная вычислительная машина single-purpose ~ узкоспециализированная машина single-user ~ однопользовательская машина slave ~ подчиненная вычислительная машина slave ~ подчиненный компьютер small-size ~ малогабаритная вычислительная машина small-size ~ малогабаритная машина software-compatible ~ программно-совместимая эвм solid-state ~ полупроводниковая вычислительная машина space ~ вычислительная машина для космоса special purpose ~ специализированный компьютер standby ~ резервная вычислительная машина standby ~ резервная машина subscriber ~ абонентная вычислительная машина super ~ супер эвм superhight-speed ~ сверхбыстродействующая вычислительная машина superspeed ~ сверхбыстродействующая машина supervisory ~ координирующая машина supervisory ~ машина типа диспетчер switch-control ~ коммутационная вычислительная машина tagged ~ вычислительная машина с теговой организацией target ~ целевая вычислительная машина target ~ целевой компьютер terminal ~ терминальная вычислительная машина terminal ~ терминальная машина tesselated ~ мозаичная вычислительная машина three-address ~ трехадресная вычислительная машина top level ~ вчт. вычислительная машина верхнего уровня top-of-the-line ~ наиболее мощная вычислительная машина trainig ~ обучающая вычислительная машина training ~ обучающая машина transistor ~ транзисторная вычислительная машина translating ~ преобразующий компьютер translating ~ трансляционный компьютер ultrafast ~ сверхбыстродействующая машина ultrafast ~ сверхбыстродействующая эвм underflying ~ базовая вычислительная машина underlying ~ базовая машина user ~ вычислительная машина пользования user ~ пользовательская машина vector ~ векторный компьютер virtual ~ виртуальная вычислительная машина virtual ~ виртуальная машина von-Neumann ~ фон-неймановская машина zero-address ~ безадресная вычислительная машинаБольшой англо-русский и русско-английский словарь > computer
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9 off-the-shelf computer
1. серийная вычислительная машина2. серийная машина; коммерческая ЭВМ -
10 professional computer
1. вычислительная машина для профессионального использования; профессиональная ЭВМ2. профессиональная ПЭВМcomputer program — компьютерная программа; программа для ЭВМ
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11 single-user computer
1. вычислительная машина работающая в монопольном режиме2. ЭВМ работающая в монопольном режиме; однопользовательская машинаcomputer program — компьютерная программа; программа для ЭВМ
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12 training computer
1. обучающая вычислительная машина; вычислительная машина для обученияcomputer program — компьютерная программа; программа для ЭВМ
2. обучающая ЭВМ; машина для обучения -
13 user computer
1. вычислительная машина пользователя2. пользовательская машина; ЭВМ пользователя -
14 chess computer
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15 front-end computer
компьютер для предварительной обработки данных, фронтальная вычислительная машина -
16 industrial computer
вычислительная машина промышленного использования; промышленная ЭВМ -
17 radix two computer
вычислительная машина работающая в двоичной системе счисления; двоичная вычислительная машина -
18 timeshared computer
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19 базовая вычислительная машина
Большой англо-русский и русско-английский словарь > базовая вычислительная машина
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20 Artificial Intelligence
In my opinion, none of [these programs] does even remote justice to the complexity of human mental processes. Unlike men, "artificially intelligent" programs tend to be single minded, undistractable, and unemotional. (Neisser, 1967, p. 9)Future progress in [artificial intelligence] will depend on the development of both practical and theoretical knowledge.... As regards theoretical knowledge, some have sought a unified theory of artificial intelligence. My view is that artificial intelligence is (or soon will be) an engineering discipline since its primary goal is to build things. (Nilsson, 1971, pp. vii-viii)Most workers in AI [artificial intelligence] research and in related fields confess to a pronounced feeling of disappointment in what has been achieved in the last 25 years. Workers entered the field around 1950, and even around 1960, with high hopes that are very far from being realized in 1972. In no part of the field have the discoveries made so far produced the major impact that was then promised.... In the meantime, claims and predictions regarding the potential results of AI research had been publicized which went even farther than the expectations of the majority of workers in the field, whose embarrassments have been added to by the lamentable failure of such inflated predictions....When able and respected scientists write in letters to the present author that AI, the major goal of computing science, represents "another step in the general process of evolution"; that possibilities in the 1980s include an all-purpose intelligence on a human-scale knowledge base; that awe-inspiring possibilities suggest themselves based on machine intelligence exceeding human intelligence by the year 2000 [one has the right to be skeptical]. (Lighthill, 1972, p. 17)4) Just as Astronomy Succeeded Astrology, the Discovery of Intellectual Processes in Machines Should Lead to a Science, EventuallyJust as astronomy succeeded astrology, following Kepler's discovery of planetary regularities, the discoveries of these many principles in empirical explorations on intellectual processes in machines should lead to a science, eventually. (Minsky & Papert, 1973, p. 11)5) Problems in Machine Intelligence Arise Because Things Obvious to Any Person Are Not Represented in the ProgramMany problems arise in experiments on machine intelligence because things obvious to any person are not represented in any program. One can pull with a string, but one cannot push with one.... Simple facts like these caused serious problems when Charniak attempted to extend Bobrow's "Student" program to more realistic applications, and they have not been faced up to until now. (Minsky & Papert, 1973, p. 77)What do we mean by [a symbolic] "description"? We do not mean to suggest that our descriptions must be made of strings of ordinary language words (although they might be). The simplest kind of description is a structure in which some features of a situation are represented by single ("primitive") symbols, and relations between those features are represented by other symbols-or by other features of the way the description is put together. (Minsky & Papert, 1973, p. 11)[AI is] the use of computer programs and programming techniques to cast light on the principles of intelligence in general and human thought in particular. (Boden, 1977, p. 5)The word you look for and hardly ever see in the early AI literature is the word knowledge. They didn't believe you have to know anything, you could always rework it all.... In fact 1967 is the turning point in my mind when there was enough feeling that the old ideas of general principles had to go.... I came up with an argument for what I called the primacy of expertise, and at the time I called the other guys the generalists. (Moses, quoted in McCorduck, 1979, pp. 228-229)9) Artificial Intelligence Is Psychology in a Particularly Pure and Abstract FormThe basic idea of cognitive science is that intelligent beings are semantic engines-in other words, automatic formal systems with interpretations under which they consistently make sense. We can now see why this includes psychology and artificial intelligence on a more or less equal footing: people and intelligent computers (if and when there are any) turn out to be merely different manifestations of the same underlying phenomenon. Moreover, with universal hardware, any semantic engine can in principle be formally imitated by a computer if only the right program can be found. And that will guarantee semantic imitation as well, since (given the appropriate formal behavior) the semantics is "taking care of itself" anyway. Thus we also see why, from this perspective, artificial intelligence can be regarded as psychology in a particularly pure and abstract form. The same fundamental structures are under investigation, but in AI, all the relevant parameters are under direct experimental control (in the programming), without any messy physiology or ethics to get in the way. (Haugeland, 1981b, p. 31)There are many different kinds of reasoning one might imagine:Formal reasoning involves the syntactic manipulation of data structures to deduce new ones following prespecified rules of inference. Mathematical logic is the archetypical formal representation. Procedural reasoning uses simulation to answer questions and solve problems. When we use a program to answer What is the sum of 3 and 4? it uses, or "runs," a procedural model of arithmetic. Reasoning by analogy seems to be a very natural mode of thought for humans but, so far, difficult to accomplish in AI programs. The idea is that when you ask the question Can robins fly? the system might reason that "robins are like sparrows, and I know that sparrows can fly, so robins probably can fly."Generalization and abstraction are also natural reasoning process for humans that are difficult to pin down well enough to implement in a program. If one knows that Robins have wings, that Sparrows have wings, and that Blue jays have wings, eventually one will believe that All birds have wings. This capability may be at the core of most human learning, but it has not yet become a useful technique in AI.... Meta- level reasoning is demonstrated by the way one answers the question What is Paul Newman's telephone number? You might reason that "if I knew Paul Newman's number, I would know that I knew it, because it is a notable fact." This involves using "knowledge about what you know," in particular, about the extent of your knowledge and about the importance of certain facts. Recent research in psychology and AI indicates that meta-level reasoning may play a central role in human cognitive processing. (Barr & Feigenbaum, 1981, pp. 146-147)Suffice it to say that programs already exist that can do things-or, at the very least, appear to be beginning to do things-which ill-informed critics have asserted a priori to be impossible. Examples include: perceiving in a holistic as opposed to an atomistic way; using language creatively; translating sensibly from one language to another by way of a language-neutral semantic representation; planning acts in a broad and sketchy fashion, the details being decided only in execution; distinguishing between different species of emotional reaction according to the psychological context of the subject. (Boden, 1981, p. 33)Can the synthesis of Man and Machine ever be stable, or will the purely organic component become such a hindrance that it has to be discarded? If this eventually happens-and I have... good reasons for thinking that it must-we have nothing to regret and certainly nothing to fear. (Clarke, 1984, p. 243)The thesis of GOFAI... is not that the processes underlying intelligence can be described symbolically... but that they are symbolic. (Haugeland, 1985, p. 113)14) Artificial Intelligence Provides a Useful Approach to Psychological and Psychiatric Theory FormationIt is all very well formulating psychological and psychiatric theories verbally but, when using natural language (even technical jargon), it is difficult to recognise when a theory is complete; oversights are all too easily made, gaps too readily left. This is a point which is generally recognised to be true and it is for precisely this reason that the behavioural sciences attempt to follow the natural sciences in using "classical" mathematics as a more rigorous descriptive language. However, it is an unfortunate fact that, with a few notable exceptions, there has been a marked lack of success in this application. It is my belief that a different approach-a different mathematics-is needed, and that AI provides just this approach. (Hand, quoted in Hand, 1985, pp. 6-7)We might distinguish among four kinds of AI.Research of this kind involves building and programming computers to perform tasks which, to paraphrase Marvin Minsky, would require intelligence if they were done by us. Researchers in nonpsychological AI make no claims whatsoever about the psychological realism of their programs or the devices they build, that is, about whether or not computers perform tasks as humans do.Research here is guided by the view that the computer is a useful tool in the study of mind. In particular, we can write computer programs or build devices that simulate alleged psychological processes in humans and then test our predictions about how the alleged processes work. We can weave these programs and devices together with other programs and devices that simulate different alleged mental processes and thereby test the degree to which the AI system as a whole simulates human mentality. According to weak psychological AI, working with computer models is a way of refining and testing hypotheses about processes that are allegedly realized in human minds.... According to this view, our minds are computers and therefore can be duplicated by other computers. Sherry Turkle writes that the "real ambition is of mythic proportions, making a general purpose intelligence, a mind." (Turkle, 1984, p. 240) The authors of a major text announce that "the ultimate goal of AI research is to build a person or, more humbly, an animal." (Charniak & McDermott, 1985, p. 7)Research in this field, like strong psychological AI, takes seriously the functionalist view that mentality can be realized in many different types of physical devices. Suprapsychological AI, however, accuses strong psychological AI of being chauvinisticof being only interested in human intelligence! Suprapsychological AI claims to be interested in all the conceivable ways intelligence can be realized. (Flanagan, 1991, pp. 241-242)16) Determination of Relevance of Rules in Particular ContextsEven if the [rules] were stored in a context-free form the computer still couldn't use them. To do that the computer requires rules enabling it to draw on just those [ rules] which are relevant in each particular context. Determination of relevance will have to be based on further facts and rules, but the question will again arise as to which facts and rules are relevant for making each particular determination. One could always invoke further facts and rules to answer this question, but of course these must be only the relevant ones. And so it goes. It seems that AI workers will never be able to get started here unless they can settle the problem of relevance beforehand by cataloguing types of context and listing just those facts which are relevant in each. (Dreyfus & Dreyfus, 1986, p. 80)Perhaps the single most important idea to artificial intelligence is that there is no fundamental difference between form and content, that meaning can be captured in a set of symbols such as a semantic net. (G. Johnson, 1986, p. 250)Artificial intelligence is based on the assumption that the mind can be described as some kind of formal system manipulating symbols that stand for things in the world. Thus it doesn't matter what the brain is made of, or what it uses for tokens in the great game of thinking. Using an equivalent set of tokens and rules, we can do thinking with a digital computer, just as we can play chess using cups, salt and pepper shakers, knives, forks, and spoons. Using the right software, one system (the mind) can be mapped into the other (the computer). (G. Johnson, 1986, p. 250)19) A Statement of the Primary and Secondary Purposes of Artificial IntelligenceThe primary goal of Artificial Intelligence is to make machines smarter.The secondary goals of Artificial Intelligence are to understand what intelligence is (the Nobel laureate purpose) and to make machines more useful (the entrepreneurial purpose). (Winston, 1987, p. 1)The theoretical ideas of older branches of engineering are captured in the language of mathematics. We contend that mathematical logic provides the basis for theory in AI. Although many computer scientists already count logic as fundamental to computer science in general, we put forward an even stronger form of the logic-is-important argument....AI deals mainly with the problem of representing and using declarative (as opposed to procedural) knowledge. Declarative knowledge is the kind that is expressed as sentences, and AI needs a language in which to state these sentences. Because the languages in which this knowledge usually is originally captured (natural languages such as English) are not suitable for computer representations, some other language with the appropriate properties must be used. It turns out, we think, that the appropriate properties include at least those that have been uppermost in the minds of logicians in their development of logical languages such as the predicate calculus. Thus, we think that any language for expressing knowledge in AI systems must be at least as expressive as the first-order predicate calculus. (Genesereth & Nilsson, 1987, p. viii)21) Perceptual Structures Can Be Represented as Lists of Elementary PropositionsIn artificial intelligence studies, perceptual structures are represented as assemblages of description lists, the elementary components of which are propositions asserting that certain relations hold among elements. (Chase & Simon, 1988, p. 490)Artificial intelligence (AI) is sometimes defined as the study of how to build and/or program computers to enable them to do the sorts of things that minds can do. Some of these things are commonly regarded as requiring intelligence: offering a medical diagnosis and/or prescription, giving legal or scientific advice, proving theorems in logic or mathematics. Others are not, because they can be done by all normal adults irrespective of educational background (and sometimes by non-human animals too), and typically involve no conscious control: seeing things in sunlight and shadows, finding a path through cluttered terrain, fitting pegs into holes, speaking one's own native tongue, and using one's common sense. Because it covers AI research dealing with both these classes of mental capacity, this definition is preferable to one describing AI as making computers do "things that would require intelligence if done by people." However, it presupposes that computers could do what minds can do, that they might really diagnose, advise, infer, and understand. One could avoid this problematic assumption (and also side-step questions about whether computers do things in the same way as we do) by defining AI instead as "the development of computers whose observable performance has features which in humans we would attribute to mental processes." This bland characterization would be acceptable to some AI workers, especially amongst those focusing on the production of technological tools for commercial purposes. But many others would favour a more controversial definition, seeing AI as the science of intelligence in general-or, more accurately, as the intellectual core of cognitive science. As such, its goal is to provide a systematic theory that can explain (and perhaps enable us to replicate) both the general categories of intentionality and the diverse psychological capacities grounded in them. (Boden, 1990b, pp. 1-2)Because the ability to store data somewhat corresponds to what we call memory in human beings, and because the ability to follow logical procedures somewhat corresponds to what we call reasoning in human beings, many members of the cult have concluded that what computers do somewhat corresponds to what we call thinking. It is no great difficulty to persuade the general public of that conclusion since computers process data very fast in small spaces well below the level of visibility; they do not look like other machines when they are at work. They seem to be running along as smoothly and silently as the brain does when it remembers and reasons and thinks. On the other hand, those who design and build computers know exactly how the machines are working down in the hidden depths of their semiconductors. Computers can be taken apart, scrutinized, and put back together. Their activities can be tracked, analyzed, measured, and thus clearly understood-which is far from possible with the brain. This gives rise to the tempting assumption on the part of the builders and designers that computers can tell us something about brains, indeed, that the computer can serve as a model of the mind, which then comes to be seen as some manner of information processing machine, and possibly not as good at the job as the machine. (Roszak, 1994, pp. xiv-xv)The inner workings of the human mind are far more intricate than the most complicated systems of modern technology. Researchers in the field of artificial intelligence have been attempting to develop programs that will enable computers to display intelligent behavior. Although this field has been an active one for more than thirty-five years and has had many notable successes, AI researchers still do not know how to create a program that matches human intelligence. No existing program can recall facts, solve problems, reason, learn, and process language with human facility. This lack of success has occurred not because computers are inferior to human brains but rather because we do not yet know in sufficient detail how intelligence is organized in the brain. (Anderson, 1995, p. 2)Historical dictionary of quotations in cognitive science > Artificial Intelligence
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