Kenneth Mark Colby
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Kenneth Mark Colby (1920 – April 20, 2001) was an American
psychiatrist A psychiatrist is a physician who specializes in psychiatry. Psychiatrists are physicians who evaluate patients to determine whether their symptoms are the result of a physical illness, a combination of physical and mental ailments or strictly ...
dedicated to the theory and application of
computer science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
and
artificial intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
to
psychiatry Psychiatry is the medical specialty devoted to the diagnosis, treatment, and prevention of deleterious mental disorder, mental conditions. These include matters related to cognition, perceptions, Mood (psychology), mood, emotion, and behavior. ...
. Colby was a pioneer in the development of
computer technology Computing is any goal-oriented activity requiring, benefiting from, or creating computing machinery. It includes the study and experimentation of algorithmic processes, and the development of both hardware and software. Computing has scientif ...
as a tool to try to understand cognitive functions and to assist both patients and doctors in the treatment process. He is perhaps best known for the development of a computer program called
PARRY Parry may refer to: People * Parry (surname) * Parry (given name) Fictional characters * Parry, protagonist of the movie ''The Fisher King'', played by Robin Williams * Parry in the series '' Incarnations of Immortality'' by Piers Anthony * ...
, which mimicked a person with paranoid schizophrenia and could "converse" with others. PARRY sparked serious debate about the possibility and nature of
machine intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
.


Early life and education

Colby was born in
Waterbury, Connecticut Waterbury is a city in the U.S. state of Connecticut. Waterbury had a population of 114,403 as of the 2020 United States census, 2020 Census. The city is southwest of Hartford, Connecticut, Hartford and northeast of New York City. Waterbury i ...
in 1920. He graduated from
Yale University Yale University is a Private university, private Ivy League research university in New Haven, Connecticut, United States. Founded in 1701, Yale is the List of Colonial Colleges, third-oldest institution of higher education in the United Stat ...
in 1941 and received his M.D. from
Yale Medical School The Yale School of Medicine is the medical school of Yale University, a private research university in New Haven, Connecticut. It was founded in 1810 as the Medical Institution of Yale College and formally opened in 1813. It is the sixth-oldest m ...
in 1943.


Career

Colby began his career in
psychoanalysis PsychoanalysisFrom Greek language, Greek: and is a set of theories and techniques of research to discover unconscious mind, unconscious processes and their influence on conscious mind, conscious thought, emotion and behaviour. Based on The Inte ...
as a clinical associate at the
San Francisco Psychoanalytic Institute The San Francisco Center for Psychoanalysis, formerly the San Francisco Psychoanalytic Society and Institute is a facility for psychoanalysis, psychoanalytic research, training, and education located on 2420 Sutter St. in San Francisco, California ...
in 1951. During this time, he published ''A Primer for Psychotherapists,'' an introduction to psychodynamic
psychotherapy Psychotherapy (also psychological therapy, talk therapy, or talking therapy) is the use of Psychology, psychological methods, particularly when based on regular Conversation, personal interaction, to help a person change behavior, increase hap ...
. He joined the Department of
Computer Science Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
at
Stanford University Leland Stanford Junior University, commonly referred to as Stanford University, is a Private university, private research university in Stanford, California, United States. It was founded in 1885 by railroad magnate Leland Stanford (the eighth ...
in the early sixties, beginning his pioneering work in the relatively new field of
artificial intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
. In 1967 the
National Institute of Mental Health The National Institute of Mental Health (NIMH) is one of 27 institutes and centers that make up the National Institutes of Health (NIH). The NIH, in turn, is an agency of the United States Department of Health and Human Services and is the primar ...
recognized his research potential when he was awarded a Career Research Scientist Award. Colby came to
UCLA The University of California, Los Angeles (UCLA) is a public land-grant research university in Los Angeles, California, United States. Its academic roots were established in 1881 as a normal school then known as the southern branch of the C ...
as a professor of
psychiatry Psychiatry is the medical specialty devoted to the diagnosis, treatment, and prevention of deleterious mental disorder, mental conditions. These include matters related to cognition, perceptions, Mood (psychology), mood, emotion, and behavior. ...
in 1974, and was jointly appointed professor in the Department of Computer Science a few years later. Over the course of his career, he wrote numerous books and articles on psychiatry, psychology, psychotherapy and artificial intelligence.


Psychoanalysis

Early in his career, in 1955, Colby published ''Energy and Structure in Psychoanalysis,'' an effort to bring Freud's basic doctrines into line with modern concepts of
physics Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
and
philosophy of science Philosophy of science is the branch of philosophy concerned with the foundations, methods, and implications of science. Amongst its central questions are the difference between science and non-science, the reliability of scientific theories, ...
. This, however, would be one of the last attempts by Colby to reconcile psychoanalysis with what he saw as important developments in science and philosophical thought. Central to Freud's method is his employment of a
hermeneutics Hermeneutics () is the theory and methodology of interpretation, especially the interpretation of biblical texts, wisdom literature, and philosophical texts. As necessary, hermeneutics may include the art of understanding and communication. ...
of suspicion, a method of inquiry that refuses to take the subject at his or her word about internal processes.
Freud Sigmund Freud ( ; ; born Sigismund Schlomo Freud; 6 May 1856 – 23 September 1939) was an Austrian neurologist and the founder of psychoanalysis, a clinical method for evaluating and treating pathologies seen as originating from conflicts in t ...
sets forth explanations for a patient's mental state without regard for whether the patient agrees or not. If the patient does not agree, s/he has repressed the truth, that truth that the psychoanalyst alone can be entrusted with unfolding. The psychoanalyst's authority for deciding the nature or validity of a patient's state and the lack of empirical verifiability for making this decision was not acceptable to Colby. Colby's disenchantment with
psychoanalysis PsychoanalysisFrom Greek language, Greek: and is a set of theories and techniques of research to discover unconscious mind, unconscious processes and their influence on conscious mind, conscious thought, emotion and behaviour. Based on The Inte ...
would be further expressed in several publications, including his 1958 book, ''A Skeptical Psychoanalyst''. He began to vigorously criticize psychoanalysis for failing to satisfy the most fundamental requirement of a science, that being the generation of reliable data. In his 1983 book, ''Fundamental Crisis in Psychiatry'', he wrote, “Reports of clinical findings are mixtures of facts, fabulations, and fictives so intermingled that one cannot tell where one begins and the other leaves off. …we never know how the reports are connected to the events that actually happened in the treatment sessions, and so they fail to qualify as acceptable scientific data.”. Likewise, in ''Cognitive Science and Psychoanalysis'', he stated, "In arguing that psychoanalysis is not a science, we shall show that few scholars studying this question get to the bottom of the issue. Instead, they start by accepting, as do psychoanalytic theorists, that the reports of what happens in psychoanalytic treatment—the primary source of the data—are factual, and then they lay out their interpretations of the significance of facts for theory. We, on the other hand, question the status of the facts." These issues would shape his approach to psychiatry and guide his research efforts.


Computer science

In the 1960s, Colby began thinking about the ways in which computer theory and application could contribute to the understanding of
brain function The brain is an organ that serves as the center of the nervous system in all vertebrate and most invertebrate animals. It consists of nervous tissue and is typically located in the head (cephalization), usually near organs for special senses ...
and
mental illness A mental disorder, also referred to as a mental illness, a mental health condition, or a psychiatric disability, is a behavioral or mental pattern that causes significant distress or impairment of personal functioning. A mental disorder is ...
. One early project involved an Intelligent Speech
Prosthesis In medicine, a prosthesis (: prostheses; from ), or a prosthetic implant, is an artificial device that replaces a missing body part, which may be lost through physical trauma, disease, or a condition present at birth (Congenital, congenital disord ...
which allowed individuals suffering from
aphasia Aphasia, also known as dysphasia, is an impairment in a person's ability to comprehend or formulate language because of dysfunction in specific brain regions. The major causes are stroke and head trauma; prevalence is hard to determine, but aph ...
to “speak” by helping them search for and articulate words using whatever
phonemic A phoneme () is any set of similar speech sounds that are perceptually regarded by the speakers of a language as a single basic sound—a smallest possible phonetic unit—that helps distinguish one word from another. All languages con ...
or
semantic Semantics is the study of linguistic Meaning (philosophy), meaning. It examines what meaning is, how words get their meaning, and how the meaning of a complex expression depends on its parts. Part of this process involves the distinction betwee ...
clues they were able to generate. Later, Colby would be one of the first to explore the possibilities of computer-assisted
psychotherapy Psychotherapy (also psychological therapy, talk therapy, or talking therapy) is the use of Psychology, psychological methods, particularly when based on regular Conversation, personal interaction, to help a person change behavior, increase hap ...
. In 1989, with his son Peter Colby, he formed the company Malibu Artificial Intelligence Works to develop and market a
natural language A natural language or ordinary language is a language that occurs naturally in a human community by a process of use, repetition, and change. It can take different forms, typically either a spoken language or a sign language. Natural languages ...
version of
cognitive behavioral therapy Cognitive behavioral therapy (CBT) is a form of psychotherapy that aims to reduce symptoms of various mental health conditions, primarily depression, PTSD, and anxiety disorders. Cognitive behavioral therapy focuses on challenging and chang ...
for depression, called ''Overcoming Depression.'' ''Overcoming Depression'' would go on to be used as a therapeutic learning program by the
U.S. Navy The United States Navy (USN) is the maritime service branch of the United States Department of Defense. It is the world's most powerful navy with the largest displacement, at 4.5 million tons in 2021. It has the world's largest aircraft ...
and
Department of Veteran Affairs Veterans' affairs is an area of public policy concerned with relations between a government and its communities of military veterans. Some jurisdictions have a designated government agency or department, a Department of Veterans' Affairs, Minist ...
and would be distributed to individuals who used it without supervision from a psychiatrist. Colby said that "the computer doesn't burn out, look down on you or try to have sex with you."


Artificial intelligence

In the 1960s at Stanford University, Colby embarked on the creation of software programs known as "chatterbots," which simulate conversations with people. One well known
chatterbot A chatbot (originally chatterbot) is a software application or web interface designed to have textual or spoken conversations. Modern chatbots are typically online and use generative artificial intelligence systems that are capable of main ...
at the time was
ELIZA ELIZA is an early natural language processing computer program developed from 1964 to 1967 at MIT by Joseph Weizenbaum. Created to explore communication between humans and machines, ELIZA simulated conversation by using a pattern matching and ...
, a computer program developed by
Joseph Weizenbaum Joseph Weizenbaum (8 January 1923 – 5 March 2008) was a German-American computer scientist and a professor at Massachusetts Institute of Technology, MIT. He is the namesake of the Weizenbaum Award and the Weizenbaum Institute. Life and career ...
in 1966 to parody a psychologist. ELIZA, by Weizenbaum's own admission, was developed more as a language-parsing tool than as an exercise in human intelligence. Named after the
Eliza Doolittle Eliza Doolittle is a fictional character and the protagonist in George Bernard Shaw's play '' Pygmalion'' (1913) and its 1956 musical adaptation, ''My Fair Lady''. Eliza (from Lisson Grove, London) is a Cockney flower seller, who comes to Prof ...
character in '' Pygmalion'' it was the first conversational computer program, designed to imitate a psychotherapist asking questions instead of giving advice. It appeared to give conversational answers, although it could be led to lapse into obtuse nonsense. In 1972, at the
Stanford Artificial Intelligence Laboratory Stanford University has many centers and institutes dedicated to the study of various specific topics. These centers and institutes may be within a department, within a school but across departments, an independent laboratory, institute or center ...
, Colby built upon the idea of ELIZA to create a natural language program called PARRY that simulated the thinking of a
paranoid Paranoia is an instinct or thought process that is believed to be heavily influenced by anxiety, suspicion, or fear, often to the point of delusion and irrationality. Paranoid thinking typically includes persecutory beliefs, or beliefs of con ...
individual. This thinking entails the consistent misinterpretation of others' motives—others must be up to no good, they must have concealed motives that are dangerous, or their inquiries into certain areas must be deflected - which PARRY achieved via a complex system of assumptions, attributions, and “emotional responses” triggered by shifting weights assigned to verbal inputs.


PARRY: A Computer Model of Paranoia

Colby's aim in writing PARRY had been practical as well as theoretical. He thought of PARRY as a virtual reality teaching system for students before they were let loose on real patients. However, PARRY's design was driven by Colby's own theories about paranoia. Colby saw paranoia as a degenerate mode of processing symbols where the patient's remarks "are produced by an underlying organized structure of rules and not by a variety of random and unconnected mechanical failures." This underlying structure was an algorithm, not unlike a set of computer processes or procedures, which is accessible and can be reprogrammed, in other words "cured." Shortly after it was introduced, PARRY would go on to create intense discussion and controversy over the possibility or nature of machine intelligence. PARRY was the first program to pass the
Turing Test The Turing test, originally called the imitation game by Alan Turing in 1949,. Turing wrote about the ‘imitation game’ centrally and extensively throughout his 1950 text, but apparently retired the term thereafter. He referred to ‘ iste ...
, named for the British mathematician
Alan Turing Alan Mathison Turing (; 23 June 1912 – 7 June 1954) was an English mathematician, computer scientist, logician, cryptanalyst, philosopher and theoretical biologist. He was highly influential in the development of theoretical computer ...
, who in 1950 suggested that if a computer could successfully impersonate a human by carrying on a typed conversation with a person, it could be called intelligent. PARRY succeeded in passing this test when human interrogators, interacting with the program via remote keyboard, were unable with more than random accuracy to distinguish PARRY from an actual paranoid individual. As philosopher
Daniel Dennett Daniel Clement Dennett III (March 28, 1942 – April 19, 2024) was an American philosopher and cognitive scientist. His research centered on the philosophy of mind, the philosophy of science, and the philosophy of biology, particularly as those ...
stated in ''Alan Turing: Life and Legacy of a Great Thinker'', Much of the criticism of ELIZA as a model for artificial intelligence focused on the program's lack of an internal world model that influenced and tracked the conversation. PARRY simulates paranoid behavior by tracking its own internal emotional state on a few different dimensions. To illustrate this, Colby created another program called RANDOM-PARRY which chose responses at random. Responses from RANDOM-PARRY did not model the human patients' responses as well as standard PARRY. Some have argued that PARRY fooled its judges because paranoid behavior makes inappropriate responses or non sequiturs appropriate. But there is still a certain logic to them that PARRY simulates effectively. It is simpler to simulate paranoid behavior, perhaps, but it is not trivial. The two computer programs, ELIZA and the paranoid PARRY, eventually met for series of "talks," executing different programs. One exchange such went like this: Colby would claim that PARRY mimics the natural process by which a person (in this case a person with paranoid schizophrenia) engages in conversation. The structure of the program that makes the linguistic decisions in PARRY is isomorphic to the 'deep structure' of the mind of the paranoiac. As Colby stated: "Since we do not know the structure of the 'real' simulative processes used by the mind-brain, our posited structure stands as an imagined theoretical analogue, a possible and plausible organization of processes analogous to the unknown processes and serving as an attempt to explain their workings". Yet, some critics of PARRY expressed the concern that this computer program does not in actuality "understand" the way a person understands and continued to assert that the idiosyncratic, partial and idiolectic responses from PARRY cover up its limitations. Colby attempted to answer these and other criticisms in a 1974 publication entitled, "Ten Criticisms of PARRY." Colby also raised his own ethical concerns over the application of his work to real life situations. In 1984, he wrote, Still, PARRY has withstood the test of time and for many years has continued to be acknowledged by researchers in computer science for its apparent achievements. In a 1999 review of human-computer conversation,
Yorick Wilks Yorick Alexander Wilks FBCS (27 October 1939 – 14 April 2023) was a British computer scientist. He was an emeritus professor of artificial intelligence at the University of Sheffield, visiting professor of artificial intelligence at Gresham ...
and Roberta Catizone from the
University of Sheffield The University of Sheffield (informally Sheffield University or TUOS) is a public university, public research university in Sheffield, South Yorkshire, England. Its history traces back to the foundation of Sheffield Medical School in 1828, Fir ...
comment:


Other areas of study

During his career, Colby ventured into other, more esoteric areas of research including classifying dreams in "primitive tribes." His findings suggested that men and women of primitive tribes differ in their dream life, these differences possibly contributing an empirical basis to our theoretical constructs of
masculinity Masculinity (also called manhood or manliness) is a set of attributes, behaviors, and roles generally associated with men and boys. Masculinity can be theoretically understood as Social construction of gender, socially constructed, and there i ...
and
femininity Femininity (also called womanliness) is a set of attributes, behaviors, and Gender roles, roles generally associated with women and girls. Femininity can be understood as Social construction of gender, socially constructed, and there is also s ...
. Colby was also a chess player, and published a respected chess book called "Secrets of a Grandpatzer." The book focuses on improving one's
Elo rating The Elo rating system is a method for calculating the relative skill levels of players in zero-sum games such as chess or esports. It is named after its creator Arpad Elo, a Hungarian-American chess master and physics professor. The Elo system wa ...
from an average level ("patzer") to a very strong level ("grandpatzer", in the range 1700 to 2200).


Books

* (1951) ''A Primer for Psychotherapists.'' () * (1955) ''Energy and Structure in Psychoanalysis.'' * (1957) ''An exchange of views on psychic energy and psychoanalysis.'' * (1958) ''A Skeptical Psychoanalyst.'' * (1960) ''Introduction to Psychoanalytic Research'' * (1973) ''Computer Models of Thought and Language.'' * (1975) ''Artificial Paranoia : A Computer Simulation of Paranoid Processes'' () * (1979) ''Secrets of a Grandpatzer: How to Beat Most People and Computers at Chess'' () * (1983) ''Fundamental Crisis in Psychiatry: Unreliability of Diagnosis'' () * (1988) ''Cognitive Science and Psychoanalysis'' ()


Publications

* "Sex Differences in Dreams of Primitive Tribes" American Anthropologist, New Series, Vol. 65, No. 5, Selected Papers in Method and Technique (Oct., 1963), pp. 1116–1122 * "Computer Simulation of Change in Personal Belief Systems." Behavioral Science, 12 (1967), pp. 248–253 * "Dialogues Between Humans and an Artificial Belief System." IJCAI (1969), pp. 319–324 * "Experiments with a Search Algorithm for the Data Base of a Human Belief System." IJCAI (1969), pp. 649–654 * "Artificial Paranoia." Artif. Intell. 2(1) (1971), pp. 1–25 * "Turing-like Indistinguishability Tests for the Validation of a Computer Simulation of Paranoid Processes." Artif. Intell. 3(1-3) (1972), pp. 199–221 * "Idiolectic Language-Analysis for Understanding Doctor-Patient Dialogues." IJCAI (1973), pp. 278–284 * "Pattern-matching rules for the recognition of natural language dialogue expressions." Stanford University, Stanford, CA, 1974 * "Appraisal of four psychological theories of paranoid phenomena." Journal of Abnormal Psychology. Vol 86(1) (1977), pp. 54–59 * "Conversational Language Comprehension Using Integrated Pattern-Matching and Parsing." Artif. Intell. 9(2) (1977), pp. 111–134 * "Cognitive therapy of paranoid conditions: Heuristic suggestions based on a computer simulation model." Journal Cognitive Therapy and Research Vol 3 (1) (March 1979) * "A Word-Finding Algorithm with a Dynamic Lexical-Semantic Memory for Patients with Anomia Using a Speech Prosthesis." AAAI (1980), pp. 289–291 * "Reloading a Human Memory: A New Ethical Question for Artificial Intelligence Technology." AI Magazine 6(4) (1986), pp. 63–64


See also

*
Artificial Intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
*
Chatterbot A chatbot (originally chatterbot) is a software application or web interface designed to have textual or spoken conversations. Modern chatbots are typically online and use generative artificial intelligence systems that are capable of main ...
*
Cognitive Science Cognitive science is the interdisciplinary, scientific study of the mind and its processes. It examines the nature, the tasks, and the functions of cognition (in a broad sense). Mental faculties of concern to cognitive scientists include percep ...
*
ELIZA ELIZA is an early natural language processing computer program developed from 1964 to 1967 at MIT by Joseph Weizenbaum. Created to explore communication between humans and machines, ELIZA simulated conversation by using a pattern matching and ...
*
natural language processing Natural language processing (NLP) is a subfield of computer science and especially artificial intelligence. It is primarily concerned with providing computers with the ability to process data encoded in natural language and is thus closely related ...
*
Psychoanalysis PsychoanalysisFrom Greek language, Greek: and is a set of theories and techniques of research to discover unconscious mind, unconscious processes and their influence on conscious mind, conscious thought, emotion and behaviour. Based on The Inte ...
*
Turing Test The Turing test, originally called the imitation game by Alan Turing in 1949,. Turing wrote about the ‘imitation game’ centrally and extensively throughout his 1950 text, but apparently retired the term thereafter. He referred to ‘ iste ...


References


External links

* https://query.nytimes.com/gst/fullpage.html?res=9501E7DD1E3BF931A25756C0A9679C8B63 * http://www.stanford.edu/group/SHR/4-2/text/dialogues.html * http://www.universityofcalifornia.edu/senate/inmemoriam/KennethMarkColby.htm * https://www.nytimes.com/2001/05/12/us/kenneth-colby-81-psychiatrist-expert-in-artificial-intelligence.html?pagewanted=1 {{DEFAULTSORT:Colby, Kenneth 1920s births 2001 deaths American psychiatrists Yale School of Medicine alumni University of California, Los Angeles faculty American psychoanalysts Stanford University Department of Computer Science faculty