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Evolutionary Program Induction of Binary Machine Code and Its Applications

Penned By Peter Nordin
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4.85
36,959 Global Ratings
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Evolutionary Program Induction of Binary Machine Code and Its Applications

Penned By Peter Nordin
4.85 36,959 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 a writer and avid reader based in the Pacific Northwest. Before pursuing writing full-time, they spent over a decade working in education. When not working on their next book, Peter Nordin can usually be found hiking with their dog or trying out new coffee shops in their neighborhood.

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Edward Reyes
Edward Reyes January 06, 2025
"Honestly one of the most premium reading experiences lately. The author orchestrated a breathtaking finale. Truly a work of art. I am now a lifelong fan of this author."
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"A decent, if standard, experience. The tempo was somewhat languid, and I found my mind wandering. Not poor, simply average. A fair 3 stars."
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Kimberly Moore
Kimberly Moore February 01, 2025
"I find myself somewhat conflicted. Certain acts were fascinating, while others felt like a slight endeavor to complete. A fair 3 stars."
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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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"Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An effortless 5 stars."
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Brian Thompson
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"I thoroughly enjoyed the elegance of it. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend."
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"Masterpiece from start to finish. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading."
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"I find myself somewhat conflicted. Certain acts were fascinating, while others felt like a slight endeavor to complete. Suitable if your reading queue is empty."
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"Absolutely brilliant. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. I will undoubtedly revisit this masterpiece."
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"I thoroughly enjoyed the elegance of it. A brilliant concept executed with flair. Just a few pacing choices I would change. A solid 4 stars from me."
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"I was completely blown away. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. Worth every moment spent reading."
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"I was completely blown away. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading."
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"Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
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Steven Hall August 15, 2025
"Excellent, though slightly flawed. A brilliant concept executed with flair. Just a few pacing choices I would change. A very distinguished novel."
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"Excellent, though slightly flawed. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall."
Cynthia Hall
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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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"Took a moment to build, but the payoff was spectacular. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall."
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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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"Took a moment to build, but the payoff was spectacular. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. I would highly recommend this to discerning readers."
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"I thoroughly enjoyed the elegance of it. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall."
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"Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An absolute must-read for connoisseurs of the genre."
Kevin Evans
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"I thoroughly enjoyed the elegance of it. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. Quite impressive overall."
Michael Gomez
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"Honestly one of the most premium reading experiences lately. I became deeply invested in the protagonist's journey. A masterclass in storytelling. A true literary gem."
Mark Cruz
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"Honestly one of the most premium reading experiences lately. I adored how the story unfolded. It kept me captivated without sacrificing elegance. An effortless 5 stars."
Robert Moore
Robert Moore June 02, 2024
"A very strong entry. Beautiful writing, though I craved slightly more depth in the lore. Still, undeniably engaging. A wonderful companion for a quiet weekend."
Rebecca Gomez
Rebecca Gomez February 17, 2024
"A highly sophisticated read. It held my rapt attention, even when certain twists were telegraphed. A solid 4 stars from me."
Lisa Campbell
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"Exceeded all my expectations. I became deeply invested in the protagonist's journey. A masterclass in storytelling. A true literary gem."
James Rivera
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"It was adequate. Certain acts were fascinating, while others felt like a slight endeavor to complete. Perfectly average."
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"Absolutely brilliant. The prose is exquisite. It’s accessible yet undeniably sophisticated. I will undoubtedly revisit this masterpiece."
Cynthia Brown
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"A highly sophisticated read. The middle had a deliberate pace, but the climax was phenomenal. I would highly recommend this to discerning readers."
Edward Wilson
Edward Wilson May 15, 2024
"I was completely blown away. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. An absolute must-read for connoisseurs of the genre."
Kimberly Roberts
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"Honestly one of the most premium reading experiences lately. The author orchestrated a breathtaking finale. Truly a work of art. An effortless 5 stars."
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"Absolutely brilliant. I became deeply invested in the protagonist's journey. A masterclass in storytelling. Worth every moment spent reading."
Eric Turner
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"I thoroughly enjoyed the elegance of it. The protagonist was compelling, though some subplots felt slightly overshadowed. Quite impressive overall."
Robert Moore
Robert Moore April 13, 2025
"Masterpiece from start to finish. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An effortless 5 stars."
Laura Rodriguez
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Carol Rivera
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"Such a rich narrative. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. A true literary gem."
Gary Thomas
Gary Thomas August 12, 2025
"I was completely blown away. The author orchestrated a breathtaking finale. Truly a work of art. I will undoubtedly revisit this masterpiece."
Kenneth Ramirez
Kenneth Ramirez November 30, 2024
"Exceeded all my expectations. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
Jacob Cruz
Jacob Cruz July 12, 2024
"Exceeded all my expectations. It strikes a perfect harmony of dialogue and world-building. Every chapter felt necessary. Worth every moment spent reading."
Kevin Lopez
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"A highly sophisticated read. It held my rapt attention, even when certain twists were telegraphed. Quite impressive overall."
Melissa Sanchez
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"A very strong entry. The protagonist was compelling, though some subplots felt slightly overshadowed. A very distinguished novel."
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"Such a rich narrative. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. I am now a lifelong fan of this author."
Stephanie Evans
Stephanie Evans February 14, 2024
"A decent, if standard, experience. It verged on repetitive in the second act. A more concise edit would have served it well. Suitable if your reading queue is empty."
Ryan Lopez
Ryan Lopez August 15, 2024
"Took a moment to build, but the payoff was spectacular. It held my rapt attention, even when certain twists were telegraphed. A wonderful companion for a quiet weekend."
William Torres
William Torres June 18, 2024
"Masterpiece from start to finish. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars."
Christopher Torres
Christopher Torres April 24, 2025
"I was completely blown away. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars."
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Deborah Lewis June 10, 2024
"A profoundly satisfying read. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An absolute must-read for connoisseurs of the genre."
Michelle Young
Michelle Young January 26, 2024
"Absolutely brilliant. I became deeply invested in the protagonist's journey. A masterclass in storytelling. Worth every moment spent reading."
Kenneth Martin
Kenneth Martin April 19, 2025
"Absolutely brilliant. I became deeply invested in the protagonist's journey. A masterclass in storytelling. An effortless 5 stars."
Steven Hall
Steven Hall June 07, 2025
"Masterpiece from start to finish. I adored how the story unfolded. It kept me captivated without sacrificing elegance. Worth every moment spent reading."
Joseph Williams
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"A profoundly satisfying read. I became deeply invested in the protagonist's journey. A masterclass in storytelling. A true literary gem."
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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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"Exceeded all my expectations. The pacing was impeccable and the characters felt incredibly authentic. I was completely immersed. An absolute must-read for connoisseurs of the genre."
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