{"product_id":"genetic-programming-and-data-structures-practical-automatic","title":"Genetic Programming and Data Structures - Practical Automatic","description":"\u003cp\u003eIn this review of Genetic Programming and Data Structures the reviewer finds a focused, technical work aimed at readers who want to understand how evolutionary methods can produce not just functions but program code with memory. The book's single biggest reason to buy is its emphasis on integrating \u003cstrong\u003egenetic programming\u003c\/strong\u003e with explicit data structures, making it one of the few texts that tackles automatic creation of stored data rather than only stateless functions. It reads as a research-level treatment and is best approached by readers comfortable with programming concepts and software engineering ideas.\u003c\/p\u003e\n\n\u003ch2\u003eKey Features\u003c\/h2\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eIntegration focus:\u003c\/strong\u003e Explains how genetic programming can be combined with explicit data structures to evolve programs that maintain state and stored data.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eAutomatic programming perspective:\u003c\/strong\u003e Shows why evolving whole program code, not just isolated functions, matters for creating practical, reusable programs.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSoftware engineering context:\u003c\/strong\u003e Connects GP methods to data abstraction principles from software engineering to frame the design trade-offs.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eResearch-oriented discussion:\u003c\/strong\u003e Reviews experimental results and theoretical motivation that illustrate where GP matches or exceeds human-written code on selected problems.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eClear problem focus:\u003c\/strong\u003e Concentrates on the gap in GP literature around memory and stored data, offering readers a targeted exploration rather than a broad survey.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch2\u003eWho It's For\u003c\/h2\u003e\n\u003cp\u003eThis book is best for graduate students, researchers, and experienced practitioners in evolutionary computation or programming languages who want a deeper treatment of how \u003cstrong\u003edata structures\u003c\/strong\u003e change what genetic programming can achieve. It is also useful for software engineers exploring automatic program generation and those interested in the theoretical foundations linking data abstraction to evolved code.\u003c\/p\u003e\n\n\u003cp\u003eIt is less suitable for complete beginners or casual readers seeking an introduction to AI; those readers should look for more general AI or introductory programming texts that provide broader context and gentler introductions to evolution-based programming.\u003c\/p\u003e\n\n\u003ch2\u003ePros \u0026amp; Cons\u003c\/h2\u003e\n\u003cp\u003e\u003cstrong\u003ePros\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAddresses a clear gap by focusing on evolving programs with stored data rather than only stateless functions.\u003c\/li\u003e\n\u003cli\u003eGrounds genetic programming ideas in software engineering concepts such as data abstraction, improving practical relevance.\u003c\/li\u003e\n\u003cli\u003eContains focused discussion and examples that show GP can match human-written solutions on some problems.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eCons\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eThe material is research-oriented and assumes prior familiarity with programming and GP concepts, so it may feel dense to newcomers.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch2\u003eSpecifications\u003c\/h2\u003e\n\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003eTitle\u003c\/td\u003e\n\u003ctd\u003eGenetic Programming and Data Structures: Genetic Programming + Data Structures = Automatic Programming!\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eAuthor\u003c\/td\u003e\n\u003ctd\u003eWilliam B. B. Langdon\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePrimary topic\u003c\/td\u003e\n\u003ctd\u003eGenetic programming combined with data structures\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFocus\u003c\/td\u003e\n\u003ctd\u003eAutomatic creation of program code including stored data\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eIntended audience\u003c\/td\u003e\n\u003ctd\u003eResearchers, graduate students, experienced practitioners\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eApproach\u003c\/td\u003e\n\u003ctd\u003eTheoretical motivation and experimental examples showing evolved programs\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e\n\n\u003ch2\u003eOur Verdict\u003c\/h2\u003e\n\u003cp\u003eGenetic Programming and Data Structures is a worthwhile purchase for readers seeking a rigorous, targeted examination of how genetic programming can evolve programs that include memory and structured data. It pairs evolutionary algorithm concepts with software engineering thinking, making it good value for researchers or programmers wanting depth rather than a primer.\u003c\/p\u003e\n\n\u003ch2\u003eFrequently Asked Questions\u003c\/h2\u003e\n\u003cp\u003e\u003cstrong\u003eDoes this book cover practical examples of evolved programs?\u003c\/strong\u003e\u003cbr\u003eYes, it discusses experimental results and examples that illustrate where evolved programs perform comparably to human-written code.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eIs this suitable for beginners in genetic programming?\u003c\/strong\u003e\u003cbr\u003eNot ideal for complete beginners; the text assumes familiarity with programming and basic GP concepts.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eWhat is the book's main contribution?\u003c\/strong\u003e\u003cbr\u003eThe primary contribution is highlighting how combining genetic programming with explicit data structures enables automatic creation of program code that includes stored data and state.\u003c\/p\u003e","brand":"William B. B. Langdon","offers":[{"title":"Default Title","offer_id":48145930387675,"sku":"1461376254","price":155.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0724\/1043\/1707\/files\/61J79gPvqIL._SL1254.jpg?v=1768787428","url":"https:\/\/gearmusthave.com\/products\/genetic-programming-and-data-structures-practical-automatic","provider":"GearMustHave","version":"1.0","type":"link"}