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George Armitage Miller (February 3, 1920 July 22, 2012) was an American psychologist who was one of the founders of cognitive psychology, and more broadly, of cognitive science. He also contributed to the birth of psycholinguistics. Miller wrote several books and directed the development of WordNet, an online word - linkage database usable by computer programs. He authored the paper, "The Magical Number Seven, Plus or Minus Two," in which he observed that many different experimental findings considered together reveal the presence of an average limit of seven for human short term memory capacity. This paper is frequently cited by psychologists and in the wider culture. Miller won numerous awards, including the National Medal of Science. Miller began his career when the reigning theory in psychology was behaviorism, which eschewed the study of mental processes and focused on observable behavior. Rejecting this approach, Miller devised experimental techniques and mathematical methods to analyze mental processes, focusing particularly on speech and language. Working mostly at Harvard University, MIT and Princeton University, he went on to become one of the founders of psycholinguistics and was one of the key figures in founding the broader new field of cognitive science, circa 1978. He collaborated and co-authored work with other figures in cognitive science and psycholinguistics, such as Noam Chomsky. For moving psychology into the realm of mental processes and for aligning that move with information theory, computation theory, and linguistics, Miller is considered one of the great twentieth century psychologists. A Review of General Psychology survey, published in 2002, ranked Miller as the 20th most cited psychologist of that era. Miller was born on February 3, 1920, in Charleston, West Virginia,
the son of George E. Miller, a steel company executive and Florence
(Armitage) Miller. Soon after his birth, his parents divorced, and he
lived with his mother during the Great Depression, attending public
school and graduating from Charleston High School in 1937. He moved with
his mother and stepfather to Washington D.C. and attended George
Washington University for a year. His family practiced Christian
Science, which required turning to prayer, rather than medical science,
for healing. After his stepfather was transferred to Birmingham,
Alabama, Miller transferred to the University of Alabama. After receiving his doctorate, Miller stayed at Harvard as a research
fellow, continuing his research on speech and hearing. He was appointed
an assistant professor of psychology in 1948. The course he developed
on language and communication eventually led to his first major book,
Language and communication (1951). He took a sabbatical in 1950, and
spent a year as a visiting fellow at the Institute for Advanced Study,
Princeton, to pursue his interest in mathematics. Miller befriended J.
Robert Oppenheimer, with whom he played squash. In 1951, Miller joined
MIT as an associate professor of psychology. He led the psychology group
at the MIT Lincoln Lab and worked on voice communication and human
engineering. A notable outcome of this research was his identification
of the minimal voice features of speech required for it to be
intelligible. Based on this work, in 1955, he was invited to talk at the
Eastern Psychological Association. That presentation, "The magical
number seven, plus or minus two", was later published as a paper which
went on to be a legendary one in cognitive psychology. In his later years, Miller enjoyed playing golf. He died in 2012 at
his home in Plainsboro, New Jersey of complications of pneumonia and
dementia. Miller began his career in a period during which behaviorism dominated research psychology. It was argued that observable processes are the proper subject matter of science, that behavior is observable and mental processes are not. Thus, mental processes were not a fit topic for study. Miller disagreed. He and others such Jerome Bruner and Noam Chomsky founded the field of Cognitive Psychology, which accepted the study of mental processes as fundamental to an understanding of complex behavior. In succeeding years, this cognitive approach largely replaced behaviorism as the framework governing research in psychology. From the days of William James, psychologists had distinguished short term from long term memory. While short term memory seemed to be limited, its limits were not known. In 1956, Miller put a number on that limit in the paper "The magical number seven, plus or minus two". He derived this number from tasks such as asking a person to repeat a set of digits, presenting a stimulus and a label and requiring recall of the label, or asking the person to quickly count things in a group. In all three cases, Miller found the average limit to be seven items. He later had mixed feelings about this work, feeling that it had been often been misquoted, and he jokingly suggested that he was being persecuted by an integer. Miller invented the term chunk to characterize the way that individuals could cope with this limitation on memory, effectively reducing the number of elements by grouping them. A chunk might be a single letter or a familiar word or even a larger familiar unit. These and related ideas strongly influenced the budding field of cognitive psychology. For many years starting from 1986, Miller directed the development of WordNet, a large computer - readable electronic reference usable in applications such as search engines. Wordnet is a large lexical database representing human semantic memory in English. Its fundamental building block is a synset, which is a collection of synonyms representing a concept or idea. Words can be in multiple synsets. The entire class of synsets is grouped into nouns, verbs, adjectives and adverbs separately, with links existing only within these four major groups but not between them. Going beyond a thesaurus, WordNet also includes inter - word relationships such as part/whole relationships and hierarchies of inclusion. Although not intended to be a dictionary, Wordnet did have many short definitions added to it as time went on. Miller and colleagues had planned the tool to test psycholinguistic theories on how humans use and understand words. Miller also later worked closely with entrepreneur Jeff Stibel and scientists at Simpli.com Inc., on a meaning - based keyword search engine based on WordNet. Wordnet has proved to be extremely influential on an international scale. It has now been emulated by wordnets in many different languages. Miller is one of the founders of psycholinguistics, which links
language and cognition in the analysis of language creation and
usage. His 1951 book Language and Communication is considered
seminal in the field. His later book, The Science of Words (1991) also
focused on the psychology of language. Together with Noam Chomsky he
published papers on the mathematical and computational aspects of
language and its syntax, two new areas of study. Miller also studied the
human understanding of words and sentences, a problem also faced by
artificial speech - recognition technology. The book Plans and the
Structure of Behavior (1960), written with Eugene Galanter and Karl H.
Pribram, explored how humans plan and act, trying to extrapolate this to
how a robot could be programmed to plan and act. Miller is also known
for coining Miller's Law: "In order to understand what another person is
saying, you must assume it is true and try to imagine what it could be
true of". Miller's Language and Communication was one of the first
significant texts in the study of language behavior. The book was a
scientific study of language, emphasizing quantitative data, and was
based on the mathematical model of Claude Shannon's information theory.
It used a probabilistic model imposed on a learning - by - association
scheme borrowed from behaviorism, with Miller not yet attached to a pure
cognitive perspective. The first part of the book reviewed information
theory, the physiology and acoustics of phonetics, speech recognition
and comprehension, and statistical techniques to analyze language. The
focus was more on speech generation than recognition. The second part
had the psychology: idiosyncratic differences across people in language
use; developmental linguistics; the structure of word associations in
people; use of symbolism in language; and social aspects of language
use. In Plans and the Structure of Behavior, Miller and his
co-authors tried to explain through an artificial intelligence
computational perspective how animals plan and act. This was a radical
break from behaviorism which explained behavior as a set or sequence of
stimulus - response actions. The authors introduced a planning element
controlling such actions. They saw all plans as being executed based on
input using a stored or inherited information of the environment (called
the image), and using a strategy called test - operate - test - exit
(TOTE). The image was essentially a stored memory of all past context,
akin to Tolman's cognitive map. The TOTE strategy, in its initial test
phase, compared the input against the image; if there was incongruity
the operate function attempted to reduce it. This cycle would be
repeated till the incongruity vanished, and then the exit function would
be invoked, passing control to another TOTE unit in a hierarchically
arranged scheme. Miller's 1967 work, The Psychology of Communication, was a collection of seven previously published articles. The first "Information and Memory" dealt with chunking, presenting the idea of separating physical length (the number of items presented to be learned) and psychological length (the number of ideas the recipient manages to categorize and summarize the items with). Capacity of short-term memory was measured in units of psychological length, arguing against a pure behaviorist interpretation since meaning of items, beyond reinforcement and punishment, was central to psychological length. The second essay was the paper on magical number seven. The third, 'The human link in communication systems,' used information theory and its idea of channel capacity to analyze human perception bandwidth. The essay concluded how much of what impinges on us we can absorb as knowledge was limited, for each property of the stimulus, to a handful of items. The paper on "Psycholinguists" described how effort in both speaking or understanding a sentence was related to how much of self - reference to similar - structures - present - inside was there when the sentence was broken down into clauses and phrases. The book, in general, used the Chomskian view of seeing language rules of grammar as having a biological basis disproving the simple behaviorist idea that language performance improved with reinforcement and using the tools of information and computation to place hypotheses on a sound theoretical framework and to analyze data practically and efficiently. Miller specifically addressed experimental data refuting the behaviorist framework at concept level in the field of language and cognition. He noted this only qualified behaviorism at the level of cognition, and did not overthrow it in other spheres of psychology. The Cognitive Neuroscience Society established a George A. Miller
Prize in 1995 for contributions to the field. The American Psychological
Association established a George A. Miller Award in 1995 for an
outstanding article on general psychology. From 1987 the department of
psychology at Princeton University has presented the George A. Miller
prize annually to the best interdisciplinary senior thesis in cognitive
science. The paper on the magical number seven continues to be cited by
both the popular press to explain the liking for seven - digit phone
numbers and to argue against nine - digit zip codes, and by academia,
especially modern psychology, to highlight its break with the
behaviorist paradigm. Donald Eric (D. E.) Broadbent (Birmingham, 6 May 1926 10 April 1993) was an influential experimental psychologist from the UK. His career and research bridged the gap between the pre-World War II approach of Sir Frederic Bartlett and what became known as Cognitive Psychology in the late 1960s. A Review of General Psychology survey, published in 2002, ranked Broadbent as the 54th most cited psychologist of the 20th century. Educated at the University of Cambridge, in 1958 he became director of the Applied Psychology Research Unit, set up by the UK Medical Research Council in 1944 to focus on Frederic Bartlett's work. Although most of the work at the APRU was directed at practical issues of the military or private industry, Broadbent became well known for his theoretical work. His theories of selective attention and short-term memory were developed as digital computers were becoming available to the academic community, and were among the first to use computer analogies to make serious contributions to the analysis of human cognition. These theories were combined to form what became known as the "single channel hypothesis." Broadbent's filter model of attention proposed that the physical characteristics (e.g., pitch, loudness) of an auditory message were used to focus attention to only a single message. Broadbent's filter model is referred to as an Early Selection Model because irrelevant messages are filtered out BEFORE the stimulus information is processed for meaning. These and other theories were brought together in his 1958 book Perception and Communication, which remains one of the classic texts of cognitive psychology. In 1974 Broadbent became a fellow of Wolfson College, Oxford and returned to applied science; along with his colleague Dianne Berry, he developed new ideas about implicit learning from consideration of human performance in complex industrial processes. Although born in Birmingham, Broadbent considered himself Welsh and
spent considerable time in Wales during his youth. Despite family and
financial circumstances, Broadbent's mother managed to send him to
Winchester; she didn't ever want him to be disadvantaged compared to
others with a superior education. He said of her aims to do this that
instead of getting me to the best schooling she could afford, she made
up her mind with sublime arrogance as to which she thought was the best
school in the country, and that was where I went: Winchester. His
father was by then gone, though earlier he had been part of their lives,
and even at times successful in the business he helped run. He lived
after his father left in Llandyman and later Mold. Broadbent's Filter Model of Attention proposes the existence of a
theoretical filter device, located between the incoming sensory
register, and the short term memory storage. His theory is based on the
multi-storage paradigm of William James (1890) and the more recent
'multi - store' memory model by Atkinson & Shiffrin in 1968. This
filter functions together with a buffer, and enables the subject to
handle two kinds of stimuli presented at the same time. One of the
inputs is allowed through the filter, while the other waits in the
buffer for later processing. The filter prevents the overloading of the
limited-capacity mechanism located beyond the filter, which is the short
term memory. Broadbent came up with this theory based on data from an
experiment: three pairs of different digits are presented
simultaneously, one set of three digits in one ear, and another set of
three digits in the other. Most participants recalled the digits ear by
ear, rather than pair by pair. Therefore, if 496 were presented to one
ear and 852 to the other, the recall would be 496852 rather than 489562. |