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Evolutionary Program Induction of Binary Machine Code and Its Applications

Penned By Peter Nordin
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4.85
75,702 Global Ratings
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Evolutionary Program Induction of Binary Machine Code and Its Applications

Penned By Peter Nordin
4.85 75,702 Ratings
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Editor's Note:
This thesis presents the Compiling Genetic Programming System (CGPS) a machine learning method for automatic program induction. The objective of the system is to automatically produce computer programs. CGPS is the marriage of two new ideas (1) a special evolutionary program induction algorithm variant and (2) the use of large scale meta manipulation of binary code. Both ideas may have merits on their own but it is by combining the two that the real benefits emerge, making CGPS a powerful machine learning paradigm.The marriage of these two ideas produce a system which can induce turing-complete machine code programs very efficiently. The system also has several other attractive properties, such as constant memory usage, compact representation and uncomplicated memory management. In this thesis the background to CGPS is presented together with other evolutionary algorithms and other evolutionary program induction techniques. The detailed description of CGPS and its implementation is described together with several evaluations or case studies in different feasible domains such as robotic control, image processing and natural language processing. Some of the evaluations make comparisons to other machine learning algorithms; neural networks and hierarchical genetic programming. The formal definition of CGPS is given followed by an investigation of generalization in variable length evolutionary algorithms. Finally, several possible directions for the future of CGPS research are presented.

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Length 290 Pages
Language Eng
Imprint Krehl Verlag
Released July, 1997
Identifier (ISBN) 18206430
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Peter Nordin
The Mind Behind the Work
Peter Nordin

Peter Nordin is the author of several novels. Originally from the East Coast, they now live in the Midwest with family. In addition to writing, Peter Nordin enjoys gardening, cooking, and reading way past bedtime. Their work often explores the complexities of everyday life and human relationships.

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William Rivera
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"A profoundly satisfying read. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars."
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"Exceeded all my expectations. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading."
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"A profoundly satisfying read. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars."
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"Such a rich narrative. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An absolute must-read for connoisseurs of the genre."
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"Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre."
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"Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. A true literary gem."
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"Masterpiece from start to finish. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I will undoubtedly revisit this masterpiece."
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"Such a rich narrative. I adored how the story unfolded. It kept me captivated without sacrificing elegance. I am now a lifelong fan of this author."
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"I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. A wonderful companion for a quiet weekend."
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"Masterpiece from start to finish. The prose is exquisite. It’s accessible yet undeniably sophisticated. I am now a lifelong fan of this author."
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"Absolutely brilliant. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars."
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"Masterpiece from start to finish. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece."
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"A decent, if standard, experience. Certain acts were fascinating, while others felt like a slight endeavor to complete. Suitable if your reading queue is empty."
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"Such a rich narrative. The prose is exquisite. It’s accessible yet undeniably sophisticated. A true literary gem."
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"Masterpiece from start to finish. The prose is exquisite. It’s accessible yet undeniably sophisticated. A true literary gem."
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"Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An effortless 5 stars."
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