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Dynamic page based crossover in linear genetic programming

M.I. Heywood, A.N. Zincir-Heywood
2002 IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)  
Page-based linear genetic programming (GP) is proposed in which individuals are described in terms of a number of pages.  ...  Head-to-head comparison with Tree-structured GP and block-based linear GP indicates that the page-based approach evolves succinct solutions without penalizing generalization ability.  ...  Examples include, but are not limited to, genetic algorithms [1] , evolution strategies [2] and genetic programming (GP) [3] .  ... 
doi:10.1109/tsmcb.2002.999814 pmid:18238136 fatcat:hbidmpa5kfbflini4llosalnky

Crossover context in page-based linear genetic programming

G.C. Wilson, M.I. Heywood
IEEE CCECE2002. Canadian Conference on Electrical and Computer Engineering. Conference Proceedings (Cat. No.02CH37373)  
This work explores strategy learning through genetic programming in artificial 'ants' that navigate the San Mateo trail.  ...  We investigate several properties of linearly structured (as opposed to typical tree-based) GP including: the significance of simple register based memories, the significance of constraints applied to  ...  PAGE BASED LINEAR GP We follow Koza's description of the problem as closely as possible, and we feel a sufficient match between implementations is provided to allow comparison of results.  ... 
doi:10.1109/ccece.2002.1013046 fatcat:vyczcx7z25gr7jilqpalepsa7q

Riccardo Poli, William B. Langdon, Nicholas F. McPhee: A Field Guide to Genetic Programming

Michael O'Neill
2008 Genetic Programming and Evolvable Machines  
Genetic Programming and Evolvable Machines The latest book on Genetic Programming, Poli, Langdon and McPhee's (with contributions from John R.  ...  While the chapter title suggests the focus is on tree-based GP, some linear GP approaches, such as Grammatical Evolution, are also discussed here.  ... 
doi:10.1007/s10710-008-9073-y fatcat:dtg3ddvqkfbhbne2rmvdyuglje

Web Usage Mining Using Artificial Ant Colony Clustering and Genetic Programming [article]

Ajith Abraham, Vitorino Ramos
2004 arXiv   pre-print
KEYWORDS: Web Usage Mining, Swarm Intelligence, Ant Systems, Stigmergy, Data-Mining, Linear Genetic Programming.  ...  In this paper, we propose an ant clustering algorithm to discover Web usage patterns (data clusters) and a linear genetic programming approach to analyze the visitor trends.  ...  Linear Genetic Programming (LGP) Linear genetic programming is a variant of the GP technique that acts on linear genomes [3] .  ... 
arXiv:cs/0412071v1 fatcat:mfvepaqxungdzah4hrkyvrwkc4

A New Multiobjective Genetic Programming for Extraction of Design Information from Non-dominated Solutions [chapter]

Tomoaki Tatsukawa, Taku Nonomura, Akira Oyama, Kozo Fujii
2013 Lecture Notes in Computer Science  
Page. 17 Page. 18 Page. 19 About Genetic Programming Proposed GP Maximization of correlation coefficient                  2 2 ) ( ) ( ) )( ( max y y y y y y y y i i i i i i i GP  ...  ・ It is difficult to reveal non-linear relationship (sin(x1), x1x2, x1/x2) between parametersGenetic programming is one of the evolutionary technique to reveal non-linear relationship  ... 
doi:10.1007/978-3-642-37140-0_40 fatcat:2f4rg72x6bd63kdi73gl2mjhay

Using plapack: a solid part of the scientific and engineering computation series [Book Review]

R. Wyrzykowski
2000 IEEE Concurrency  
The library-based approach to programming parallel computers is especially widespread in computational linear algebra.  ...  Numerous parallel linear algebra packages exist, all differing in their orientation (a shared or distributed memory model of parallel programming), functionality (using direct or iterative methods, solving  ...  The library-based approach to programming parallel computers is especially widespread in computational linear algebra.  ... 
doi:10.1109/mcc.2000.865886 fatcat:hvdpriupgvaelnbgmdlfqtn37u

Focused Web Crawling Using Decay Concept And Genetic Programming

Mahdi Bazarganigilani
2011 Zenodo  
Using genetic programming enhances the accuracy of simialrity measurement. This measurement applies to different parts of the web pages including the title and the body.  ...  The results show using Genetic programming along the dynamic decay thresholds leads to the best accuracy.  ...  M , 2 M ,…, n M , GENETIC PROGRAMMING Based on the principle of biological inheritance and evolution, Genetic Programming (GP) is an extension of Genetic Algorithms (GAs), It is a set of artificial intelligence  ... 
doi:10.5281/zenodo.1248240 fatcat:22tnpwuzjvhevbyohimmagljiy

A Linear Genetic Programming Approach to Intrusion Detection [chapter]

Dong Song, Malcolm I. Heywood, A. Nur Zincir-Heywood
2003 Lecture Notes in Computer Science  
Page-based Linear Genetic Programming (GP) is proposed and implemented with two-layer Subset Selection to address a two-class intrusion detection classification problem as defined by the KDD-99 benchmark  ...  To this end, a Page-based Linear Genetic Program with Dynamic Subset Selection and Random Subset Selection is proposed.  ...  Conclusion A Page-based Linear Genetic Programming system with DSS and RSS was implemented and tested on the KDD'99 benchmark dataset, a problem involving a training dataset of half a million patterns.  ... 
doi:10.1007/3-540-45110-2_125 fatcat:gf4bjz4p25acpiipkgr35kwtsu

Book reports

1993 Computers and Mathematics with Applications  
The genetic programming paradigm: Genetically breeding populations of computer programs to solve problems. 11. Genetic programs in robotics. 12.  ...  Genetic algorithm and genetic programming. 9. An introduction to adaptive optimization algorithrm, based on principles of natural evolution. 10.  ... 
doi:10.1016/0898-1221(93)90315-m fatcat:tnmkz3axfnekvgr4srsgsivuvy

Page 551 of American Society of Civil Engineers. Collected Journals Vol. 124, Issue 5 [page]

1998 American Society of Civil Engineers. Collected Journals  
Mathematical Programming Mathematical programming can be subdivided into linear programming and nonlinear programming.  ...  ©ASCE, ISSN 0733-9445/98/0005-055 1 —0559/ $8.00 + $.50 per page.  ... 

Predicate based Algorithm for Malicious Web Page Detection using Genetic Fuzzy Systems and Support Vector Machine

S. Chitra, K. S. Jayanthan, S. Preetha, R. N. Uma Shankar
2012 International Journal of Computer Applications  
Thus this is not enough to classify malicious web page from a benign page. METHODOLOGY This paper proposes a method to find malicious web page using genetically evolved fuzzy rules.  ...  Genetic Algorithms are search algorithms based on natural genetics that provide robust search capabilities in complex spaces and thereby offer a valid approach to problems requiring efficient and effective  ... 
doi:10.5120/5000-7277 fatcat:phjcbdijtnamfbz7blrifnde4q

Learning to Detect Web Spam by Genetic Programming [chapter]

Xiaofei Niu, Jun Ma, Qiang He, Shuaiqiang Wang, Dongmei Zhang
2010 Lecture Notes in Computer Science  
This paper proposes to learn a discriminating function to detect web spam by genetic programming.  ...  Web spam techniques enable some web pages or sites to achieve undeserved relevance and importance. They can seriously deteriorate search engine ranking results.  ...  Learning to Detect Web Spam by Genetic Programming  ... 
doi:10.1007/978-3-642-14246-8_5 fatcat:ntno4olt6ra45h55xgtha6p7sa

Personalized Course Evolutionary Based on Genetic Algorithm

Wen Zhi Han
2014 International Journal of Multimedia and Ubiquitous Engineering  
In this paper, we propose genetic programming as a means to automatically generate Computational results, based on historical pricing and transaction volume data, neural networks (8) (13) (1) (6) (15),  ...  of genetic. application of FL based tools to GA (with the name of fuzzy genetic algorithms) L.  ... 
doi:10.14257/ijmue.2014.9.11.25 fatcat:nywooxny5jcmrfzd4qykldxzza

Uniform Linear Transformation with Repair and Alternation in Genetic Programming [chapter]

Lee Spector, Thomas Helmuth
2014 Genetic and Evolutionary Computation  
Several genetic programming researchers have argued for the utility of genetic operators that act uniformly.  ...  ULTRA treats hierarchical programs as linear sequences and includes a repair step to ensure that syntax constraints are satisfied after variation.  ...  This material is based upon work supported by the National Science Foundation under Grant No. 1017817.  ... 
doi:10.1007/978-1-4939-0375-7_8 dblp:conf/gptp/SpectorH13 fatcat:pfgvt3lyazgr7iuicwqorhu23q

Genetic Programming and Evolvable Machines: Five Years of Reviews

W. B. Langdon, S. Gustafson
2005 Genetic Programming and Evolvable Machines  
Section 2 onwards, updates the statistics on the state of the genetic programming, evolvable hardware and evolvable machines literature and electronic resources.  ...  Wong and Leung's Data Mining Using Grammar Based Genetic Programming and Applications [10] . 4.  ...  [3] . • Three edited collections in MIT press' Advances in Genetic Programming series [4] . • Genetic Programming -An Introduction [5] .  ... 
doi:10.1007/s10710-005-6165-9 fatcat:6fcqh6fzozaqxfkbxcvxnhqv2u
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