ICML Conference 2000 Conference Paper
Efficient Learning Through Evolution: Neural Programming and Internal Reinforcement
- Astro Teller
- Manuela Veloso
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Astro Teller
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4 papers
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4AIJ Journal 2000 Journal Article
Internal reinforcement in a connectionist genetic programming approach
- Astro Teller
- Manuela Veloso
AAAI Conference 1996 Short Paper
Algorithm Evolution for Signal Understanding
- Astro Teller
Automated program evolution has existed in some form for over thirty years. Signal understanding (e.g., signal classification) has been a scientific concern for even longer than that. Interest in generating, through machine learning techniques, a general signal understanding system is a newer topic, but has recently attracted considerable attention. First, I have proposed to define and create a machine learning mechanism for generating signal understanding systems independent of the signal' s type and size. Second, I have proposed to do this through an evolutionary strategy that is an extension of genetic programming. Third, I have proposed to introduce a suite of sub-mechanisms that not only contribute to the power of the thesis mechanism, but are also contributions to the understanding of the learning technique developed.