US Patent No: 7,389,277
Number of patents in Portfolio can not be more than 2000
Machine learning systems and methods
Stats
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Jun 17, 2008
Issued date -
Jul 8, 2005
filing date -
11/177,200
serial no -
In Force
status
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Abstract
A method for using machine learning to solve problems having either a "positive" result (the event occurred) or a "negative" result (the event did not occur), in which the probability of a positive result is very low and the consequences of the positive result are significant. Training data is obtained and a subset of that data is distilled for application to a machine learning system. The training data includes some records corresponding to the positive result, some nearest neighbors from the records corresponding to the negative result, and some other records corresponding to the negative result. The machine learning system uses a co-evolution approach to obtain a rule set for predicting results after a number of cycles. The machine system uses a fitness function derived for use with the type of problem, such as a fitness function based on the sensitivity and positive predictive value of the rules. The rules are validated using the entire set of training data.
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First Claim
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International Classification(s)
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Cited Art
| Patent Info | (Count) | # Cites | Year |
|---|---|---|---|
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| 6,149,636 Disposable article having proactive sensors | 19 | 1998 | |
| 6,570,053 Disposable article having a proactive sensor | 23 | 1999 | |
| 6,713,660 Disposable article having a biosensor | 121 | 1999 | |
| 6,342,037 Device having fecal component sensor | 13 | 1999 | |
| 6,399,853 Disposable article having fecal component sensor | 35 | 1999 | |
| 6,407,308 Disposable article having sensor to detect impending elimination of bodily waste | 20 | 1999 | |
| 6,433,244 Disposable treatment article having a responsive system | 22 | 1999 | |
| 6,436,055 Device having diarrhea diagnostic panel | 70 | 2000 | |
| 6,372,951 Disposable article having sensor to detect impending elimination of bodily waste | 10 | 2000 | |
|
|
|||
| 5,769,074 Computer assisted methods for diagnosing diseases | 189 | 1996 | |
| 6,248,063 Computer assisted methods for diagnosing diseases | 86 | 1997 | |
| 6,306,087 Computer assisted methods for diagnosing diseases | 35 | 2000 | |
|
|
|||
| 6,523,017 Methods and apparatus for communicating information in a supervised learning system | 2 | 2000 | |
| 6,668,248 Methods and apparatus for communicating information in a supervised learning system | 2 | 2002 | |
|
|
|||
| 6,230,151 Parallel classification for data mining in a shared-memory multiprocessor system | 35 | 1998 | |
| 6,519,580 Decision-tree-based symbolic rule induction system for text categorization | 51 | 2000 | |
|
|
|||
| 2002/0184,169 Method and device for creating a sequence of hypotheses | 6 | 2001 | |
|
|
|||
| 5,862,304 Method for predicting the future occurrence of clinically occult or non-existent medical conditions | 42 | 1990 | |
|
|
|||
| 6,353,814 Developmental learning machine and method | 23 | 1998 | |
|
|
|||
| 5,535,301 Method for guessing the response of a physical system to an arbitrary input | 3 | 1993 | |
|
|
|||
| 6,728,689 Method and apparatus for generating a data classification model using interactive adaptive learning algorithms | 10 | 2000 | |
|
|
|||
| 2002/0194,148 Predictive method | 10 | 2001 | |
|
|
|||
| 7,001,359 Implantable therapeutic substance infusion device with active longevity projection | 5 | 2001 | |
|
|
|||
| 6,754,655 Systems and methods for diagnosing medical conditions | 15 | 1998 | |
|
|
|||
| 6,088,606 Method and apparatus for determining a duration of a medical condition | 26 | 1999 | |
|
|
|||
| 6,917,926 Machine learning method | 9 | 2001 | |
|
|
|||
| 5,853,005 Acoustic monitoring system | 203 | 1996 | |
|
|
|||
| 5,799,101 Method and apparatus for highly efficient computer aided screening | 14 | 1997 | |
|
|
|||
| 5,832,467 Behavior prediction for rule-based data processing apparatus | 34 | 1996 | |
|
|
|||
| 4,754,410 Automated rule based process control method with feedback and apparatus therefor | 86 | 1986 | |
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|||
| 6,968,327 Method for training a neural network | 4 | 2000 | |
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|||
| 5,855,011 Method for classifying test subjects in knowledge and functionality states | 15 | 1996 | |
| 6,260,033 Method for remediation based on knowledge and/or functionality | 24 | 1998 | |
| 6,301,571 Method for interacting with a test subject with respect to knowledge and functionality | 26 | 1998 | |
| 6,479,727 Diagnostic panel | 13 | 2000 | |
| 6,409,684 Medical diagnostic device with multiple sensors on a flexible substrate and associated methodology | 7 | 2000 | |
| 6,732,083 Validation of nearest neighbor classifiers | 5 | 2001 | |
Patent Citation Ranking
Maintenance Fees
| Fee | Large entity fee | small entity fee | micro entity fee | due date |
|---|---|---|---|---|
| 7.5 Year Payment | $3600.00 | $1800.00 | $900.00 | Dec 17, 2015 |
| 11.5 Year Payment | $7400.00 | $3700.00 | $1850.00 | Dec 17, 2019 |
| Fee | Large entity fee | small entity fee | micro entity fee |
|---|---|---|---|
| Surcharge - 7.5 year - Late payment within 6 months | $160.00 | $80.00 | $40.00 |
| Surcharge - 11.5 year - Late payment within 6 months | $160.00 | $80.00 | $40.00 |
| Surcharge after expiration - Late payment is unavoidable | $700.00 | $350.00 | $175.00 |
| Surcharge after expiration - Late payment is unintentional | $1,640.00 | $820.00 | $410.00 |