US4254474A
Expired / Lapsed
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Information processing system using threshold passive modification
Assignee: Nestor Inc
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Filing: 1979-08-02
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Granted: 1981-03-03
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Expires: 1999-08-02
Abstract
Abstract An adaptive information processing system includes input terminals adapted to receive N input signals s 1 , s 2 , . . . s N representing an "input"; output terminals adapted to present n output responses r 1 , R 2 , . . . r n representing a "response"; and information processing apparatus, connecting the input with the output terminals, and operative to carry out the processing steps required to "map" different inputs into responses in accordance with a particular passive modification algorithm. This algorithm permits the recognition of unknown inputs and separates inputs which are in different classes but which are originally close to one another.
Inventors
- 👤 Leon N. Cooper
- 👤 Charles Elbaum
Bibliographic Details
Application Number
—
Jurisdiction
US
Data Source
google_patents
Last Synchronized
2026-10-24 07:28
CPC Classifications
G; G06; G06F; G06F17/00; G06F17/10; G06F18/00; G06F18/20; G06F18/24; G06F18/241; G06F18/2413; G06F18/24133; G06F18/24143; G06N; G06N3/00; G06N3/02; G06N3/06; G06N3/063
Claims Analysis
Total Claims: 24
Claim 1
Independent Claim
264 words
An information processing system comprising, in combination: a. a plurality (n) of input terminals 1, 2 . . . ,j . . . , N adapted to receive N input signals s 1 , s 2 . . . ,s j . . . ,s N , respectively; b. a plurality (n) of output terminals 1, 2 . . . , i . . . , n adapted to present n output responses r 1 ,r 2 . . . ,r i . . . , r n , respectively; c. a plurality of junction elements, called mnemonders, each mnemonder coupling one of said input terminals (input j) with one of said output terminal (output i) and providing a transfer of information from input j to output i in dependence upon the signal s j appearing at the input j and upon the mnemonder transfer function A ij ; and d. means for modifying the transfer function A ij of at least one of said mnemonders, when in a learning mode, in dependence upon the product of at least one of said input signals and one of said output responses; wherein modifications to the transfer functions of the mnemonders, when in a learning mode, take the form: A.sub.ij (t)=γA.sub.ij (t-1)+δA.sub.ij (t) where δA ij (t) has the form: δA.sub.ij (t)=η(r.sub.i)r.sub.i s.sub.j where A ij (t) is the new (modified) transfer function, A ij (t-1) is the previous transfer function, γ is a decay constant in the range 0≦γ≦1 and η is a variable learning constant that is dependent upon the output r i .
Claim 2
Dependent Claim
264 words
An information processing system comprising, in combination: a. a plurality (n) of input terminals 1, 2 . . . ,j . . . , N adapted to receive N input signals s 1 , s 2 . . . ,s j . . . ,s N , respectively; b. a plurality (n) of output terminals 1, 2 . . . , i . . . , n adapted to present n output responses r 1 ,r 2 . . . ,r i . . . , r n , respectively; c. a plurality of junction elements, called mnemonders, each mnemonder coupling one of said input terminals (input j) with one of said output terminal (output i) and providing a transfer of information from input j to output i in dependence upon the signal s j appearing at the input j and upon the mnemonder transfer function A ij ; and d. means for modifying the transfer function A ij of at least one of said mnemonders, when in a learning mode, in dependence upon the product of at least one of said input signals and one of said output responses; wherein modifications to the transfer functions of the mnemonders, when in a learning mode, take the form: A.sub.ij (t)=γA.sub.ij (t-1)+δA.sub.ij (t) where δA ij (t) has the form: δA.sub.ij (t)=η(r.sub.i)r.sub.i s.sub.j where A ij (t) is the new (modified) transfer function, A ij (t-1) is the previous transfer function, γ is a decay constant in the range 0≦γ≦1 and η is a variable learning constant that is dependent upon the output r i .
Claim 3
Dependent Claim
43 words
The information processing system defined in claim 1, further comprising logic element means, connected between each output terminal and the mnemonders coupled thereto, for receiving mnemonder outputs s j ' and producing an output response r i in dependence upon said mnemonder outputs.
Claim 4
Dependent Claim
45 words
The information processing system defined in claim 2, wherein each of said logic element means produces said output response r i in proportion to the sum of the mnemonder outputs s j ' applied thereto: whereby said output response r i takes the form: ##EQU8##
Claim 5
Dependent Claim
51 words
The information processing system defined in claim 1, wherein said modifying means includes means for changing all (n×N) of said transfer functions A 11 , A 12 , . . . A 21 , A 22 , . . . A nN in accordance with said formulae for A ij (t).
Claim 6
Dependent Claim
25 words
The information processing system defined in claim 1, wherein said modifying means includes means for varying the modification of said transfer functions A ij .
Claim 7
Dependent Claim
37 words
The information processing system defined in claim 5, wherein said modification varying means includes means for reducing the modification of said transfer functions A ij to zero, whereby said information processing system operates as a distributed memory.
Claim 8
Dependent Claim
40 words
The information processing system defined in any one of claims 1-6 wherein η is larger than zero for r i ≦θ M , where θ M is the modification threshold, and smaller than zero for r i <θ M .
Claim 9
Dependent Claim
61 words
The information processing system defined in claim 7 wherein δA ij (t) has the form: δA.sub.ij (t)=±η.sup.± r.sub.i s.sub.j (t) where η is greater or equal to zero having one value η - if r i is less than said threshold value θ M and another value η + if r i is greater than said threshold value θ M .
Claim 10
Dependent Claim
16 words
The information processing system defined in claim 8, wherein η - and η + are equal.
Claim 11
Dependent Claim
16 words
The information processing system defined in claim 8, wherein η - and η + are unequal.
Claim 12
Dependent Claim
15 words
The information processing system defined in claim 7, wherein θ M is a variable quantity.
Claim 13
Dependent Claim
20 words
The information processing system defined in claim 11 wherein θ M is a function of the output, r i .
Claim 14
Independent Claim
182 words
A method of processing information comprising the steps of: a. receiving a plurality of input signals s 1 ,s 2 . . . , s j . . . ,s N , b. producing a plurality of intermediate signals s' i1 , s' i2 , . . . s' ij . . . ,s' iN , each s' ij of which is dependent upon a respective one of said input signals s j and an associated transfer function A ij ; c. producing an output response r i which is dependent upon at least one of said intermediate signals s' ij ; and d. modifying at least one of said transfer functions A ij , when in a learning mode, according to the formula: A.sub.ij (t)=γA.sub.ij (t-1)+δA.sub.ij (t) where δA ij (t) has the form: δA.sub.ij (t)=η(r.sub.i)r.sub.i s.sub.j (t) where A ij (t) is the new (modified) transfer function, A ij (t-1) is the previous transfer function, γ is a decay constant in the range 0≦γ≦1 and η is a variable learning constant that is dependent upon the output r i .
Claim 15
Independent Claim
182 words
A method of processing information comprising the steps of: a. receiving a plurality of input signals s 1 ,s 2 . . . , s j . . . ,s N , b. producing a plurality of intermediate signals s' i1 , s' i2 , . . . s' ij . . . ,s' iN , each s' ij of which is dependent upon a respective one of said input signals s j and an associated transfer function A ij ; c. producing an output response r i which is dependent upon at least one of said intermediate signals s' ij ; and d. modifying at least one of said transfer functions A ij , when in a learning mode, according to the formula: A.sub.ij (t)=γA.sub.ij (t-1)+δA.sub.ij (t) where δA ij (t) has the form: δA.sub.ij (t)=η(r.sub.i)r.sub.i s.sub.j (t) where A ij (t) is the new (modified) transfer function, A ij (t-1) is the previous transfer function, γ is a decay constant in the range 0≦γ≦1 and η is a variable learning constant that is dependent upon the output r i .
Claim 16
Dependent Claim
16 words
The method defined in claim 13, wherein said output response r i takes the form: ##EQU9##
Claim 17
Dependent Claim
47 words
The method defined in claim 13, wherein said modifying step includes changing all (n×N) of said transfer functions A 11 , A 12 , . . . A 21 , A 22 , . . . A nN in accordance with said formula for A ij (t).
Claim 18
Dependent Claim
21 words
The method defined in claim 13, wherein said modifying step includes varying the modification of said transfer functions A ij .
Claim 19
Independent Claim
38 words
The method defined in any one of claims 13-16 wherein η is larger than zero for r i ≦θ M , where θ M is the modification threshold, and smaller than zero for r i< θ M .
Claim 20
Dependent Claim
60 words
The method defined in claim 17 wherein δA ij (t) has the form: δA.sub.ij (t) =±η.sup.± r.sub.i s.sub.j (t) where η is greater or equal to zero having one value η - if r i is less than said threshold value θ M and another value η + if r i is greater than said threshold value θ M .
Claim 21
Dependent Claim
14 words
The method defined in claim 18, wherein η - and η + are equal.
Claim 22
Dependent Claim
14 words
The method defined in claim 18, wherein η - and η + are unequal.
Claim 23
Dependent Claim
13 words
The method defined in claim 17, wherein θ M is a variable quantity.
Claim 24
Dependent Claim
18 words
The method defined in claim 21 wherein θ M is a function of the output, r i .
References Cited (Backward Citations)
USPTO Annuity & Maintenance Windows
| Annuity Stage | Window Opens | Payment Deadline | Surcharge Period Until | Estimated Fee | Status |
|---|---|---|---|---|---|
| 3.5 Years (Year 4) | 1984-03-02 | 1984-09-01 | 1985-03-03 | $2000.00 | Window Closed / Lapsed |
| 7.5 Years (Year 8) | 1988-03-02 | 1988-09-01 | 1989-03-03 | $3760.00 | Window Closed / Lapsed |
| 11.5 Years (Year 12) | 1992-03-02 | 1992-09-01 | 1993-03-03 | $7700.00 | Window Closed / Lapsed |