learning_theories:connectionism
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learning_theories:connectionism [2011/06/29 13:50] jpetrovic [What is connectionism?] |
learning_theories:connectionism [2011/06/29 14:47] jpetrovic [What is connectionism?] |
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| ===== General ===== | ===== General ===== | ||
| - | Connectionism, today defined as an approach in the fields of artificial intelligence, cognitive psychology, cognitive science and philosophy of mind which models mental or behavioral phenomena with networks of simple units(([[http://www.wordiq.com/definition/Connectionism|wordiQ: Connectionism - Definition]])), is not a theory in frames of [[learning_paradigms:behaviorism]], but it **preceded** and **influenced behaviorist school**. Connectionism represents psychology's first comprehensive theory of learning(([[http://books.google.hr/books?id=bqo5A2nBwHYC&printsec=frontcover#v=onepage&q&f=false|Zimmerman, Barry J., and Dale H. Schunk. Educational psychology: a century of contributions. Routledge, 2003.]])). It was introduced by [[http://www.mnsu.edu/emuseum/information/biography/pqrst/spencer_herbert.html|Herbert Spencer]], [[http://plato.stanford.edu/entries/james/|William James]] and his student [[http://www.muskingum.edu/~psych/psycweb/history/thorndike.htm|Edward Thorndike]] in the very beginning of the 20th century although its roots date way back. | + | Connectionism, today defined as an approach in the fields of artificial intelligence, cognitive psychology, cognitive science and philosophy of mind which models mental or behavioral phenomena with networks of simple units(([[http://www.wordiq.com/definition/Connectionism|wordiQ: Connectionism - Definition]])), is not a theory in frames of [[learning_paradigms:behaviorism]], but it **preceded** and **influenced behaviorist school**. Connectionism represents psychology's first comprehensive theory of learning(([[http://books.google.hr/books?id=bqo5A2nBwHYC&printsec=frontcover#v=onepage&q&f=false|Zimmerman, Barry J., and Dale H. Schunk. Educational psychology: a century of contributions. Routledge, 2003.]])). It was introduced by [[http://www.mnsu.edu/emuseum/information/biography/pqrst/spencer_herbert.html|Herbert Spencer]], [[http://plato.stanford.edu/entries/james/|William James]] and his student [[http://www.muskingum.edu/~psych/psycweb/history/thorndike.htm|Edward Thorndike]] in the very **beginning of the 20th century** although its roots date way back. |
| ===== What is connectionism? ===== | ===== What is connectionism? ===== | ||
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| To explain observed properties of learning, Thorndike introduced three laws of learning. | To explain observed properties of learning, Thorndike introduced three laws of learning. | ||
| - | * **//Law of exercise//** (also referred to //as law of use// or //law of frequency//), which states that stimulus-response (S-R) associations are **strengthened through repetition** or weakened through lack of repetition. | + | * __**Law of exercise**__ (also referred to //as law of use// or //law of frequency//), which states that stimulus-response (S-R) associations are strengthened through **repetition** or weakened through lack of repetition. |
| - | * **//Law of effect//** which states that the consequence or **outcome** of a situation-response event **can strengthen or weaken** the **connection** between situation and response. If an event is followed by a reinforcing stimulus, the connection will be strengthened and vice versa. | + | * __**Law of effect**__ which states that the consequence or **outcome** of a situation-response event **can strengthen or weaken** the **connection** between situation and response. If an event is followed by a positive reinforcing stimulus, the connection will be strengthened and vice versa. |
| - | * **//Law of readiness//** which claims learning is facilitated by learner's readiness (emotional and motivational) to learn. This potential to learn leads to frustration if not satisfied. | + | * __**Law of readiness**__ which claims learning is facilitated by learner's readiness (emotional and motivational) to learn. This potential to learn leads to frustration if not satisfied. |
| - | Thorndike later changed some of his views admitting that he was wrong and that negative reinforcement (punishment) does not really lead to any kind of learning. This had great influence on educational process helping to end the practice of punishing the students for incorrect answers. This laws have set the **basic principles** of **behaviorist stimulus-response** views on **learning**. | + | Thorndike later changed some of his views admitting that he was wrong and that negative reinforcement (punishment) does not really lead to any kind of learning. This had great influence on educational process helping to end the practice of punishing the students for incorrect answers. This laws have set the basic principles of behaviorist **stimulus-response learning**. |
| Another point of Thorndike's interest in the first two decades of 20th century was the **[[:glossary#transfer|transfer of practice]]**, later often referred to as //transfer of learning//. Idea of transfer of practice is to generalize the knowledge or skills and apply them for another problem. Thorndike performed experimental studies showing that transfer of learning will not occur unless learned problem and given problem have many common characteristics. This was the opposite of what school systems mostly suggested at the time: that some school subjects like Latin language and mathematics improve student's mind in general (//doctrine of formal discipline//). | Another point of Thorndike's interest in the first two decades of 20th century was the **[[:glossary#transfer|transfer of practice]]**, later often referred to as //transfer of learning//. Idea of transfer of practice is to generalize the knowledge or skills and apply them for another problem. Thorndike performed experimental studies showing that transfer of learning will not occur unless learned problem and given problem have many common characteristics. This was the opposite of what school systems mostly suggested at the time: that some school subjects like Latin language and mathematics improve student's mind in general (//doctrine of formal discipline//). | ||
| - | Guided by the principle that "//whatever exists at all exists in some amount//"((Thorndike, Edward L. Individual differences. Psychological bulletin. 1918.))Thorndike has introduced a number of tests of knowledge and intelligence. His //CAVD// (completion, arithmetic, vocabulary and directions) test set the major principles and standards of modern intelligence tests. | + | Guided by the principle that "//whatever exists at all exists in some amount//"((Thorndike, Edward L. Individual differences. Psychological bulletin. 1918.))Thorndike has introduced a number of tests of knowledge and intelligence. His //CAVD// (Completion, Arithmetic, Vocabulary and Directions) test set the major principles and standards of modern intelligence tests. |
| ===== What is the practical meaning of connectivism? ===== | ===== What is the practical meaning of connectivism? ===== | ||
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| [[http://psychclassics.yorku.ca/Thorndike/Animal/index.htm|Thorndike, E. Animal Intelligence. 1911.]] | [[http://psychclassics.yorku.ca/Thorndike/Animal/index.htm|Thorndike, E. Animal Intelligence. 1911.]] | ||
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| - | [[http://www.google.com/books?hl=hr&lr=&id=QYlJzBjl4-kC&oi=fnd&pg=PR5&dq=Connectionism+and+the+Mind:+An+Introduction+to+Parallel+Processing+in+Networks.&ots=cWFkwwysIw&sig=bnAdzYQBCWRru2D7I_i3b0TilUc#v=onepage&q=Connectionism%20and%20the%20Mind%3A%20An%20Introduction%20to%20Parallel%20Processing%20in%20Networks.&f=false|Bechtel, William, and Adele A. Abrahamsen. Connectionism and the mind: parallel processing, dynamics, and evolution in networks. Wiley-Blackwell, 2002.]] | ||
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| Thorndike, E. Educational Psychology: The Psychology of Learning. New York: Teachers College Press. 1913. | Thorndike, E. Educational Psychology: The Psychology of Learning. New York: Teachers College Press. 1913. | ||
learning_theories/connectionism.txt · Last modified: 2023/06/19 18:03 (external edit)
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