- author = "Beyza Gorkemli",
- title = "Yapay ar{\i} koloni programlama {(ABCP)} y{\"{o}}ntemlerinin geli{\c{s}}tirilmesi ve sembolik regresyon problemlerine uygulanmas{\i} (Developing new artificial bee colony programming {(ABCP)} methods and symbolic regression applications)",
- school = "Erciyes University",
- year = "2015",
- address = "Turkey",
- keywords = "genetic algorithms, genetic programming, Otomatik programlama, sembolik regresyon, yapay arı koloni programlama, ABCP, Automatic programming, symbolic regression, artificial bee colony programming",
- timestamp = "Sun, 19 Nov 2023 13:02:01 +0100",
-
biburl = "
https://dblp.org/rec/phd/tr/Gorkemli15.bib",
- bibsource = "dblp computer science bibliography, https://dblp.org",
-
URL = "https://tez.yok.gov.tr/UlusalTezMerkezi/tezDetay.jsp?id=Mb-ho9r2awm9TwCLmBoURg&no=klZ_wciYsj_cSW-DxhALTQ",
-
URL = "https://tez.yok.gov.tr/UlusalTezMerkezi/TezGoster?key=WY5CM7tPNE2z_YM6pBu0tyfLCBrF46se5zxeNeWo_eimnIyl2Bcc9OtTi5_U6buo",
- size = "169 pages",
-
abstract = "Regression analysis is a statistical methodology that
aims to model the relationship between dependent and
independent variables so that, aims to explain this
relationship functionally. Classical regression methods
require rough pre-models. Symbolic regression is a
problem which tries to model the relation between
dependent and independent variables without a rough
pre-model determined by an analyst. Generally,
automatic programming methods like genetic programming
are used to solve this problem. Some of them are ant
programming, artificial immune system programming and
clone selection programming.
In this PhD thesis, new automatic programming methods based on artificial bee colony (ABC) algorithm are proposed and these methods are applied to various symbolic regression problems. These methods called artificial bee colony programming (ABCP) algorithms are ABCP, quick ABCP, semantic ABCP and quick semantic ABCP. In order to see and improve the performance of these methods some studies are carried out and their results are compared with the results of other well-known methods in the literature. Furthermore, one of the problems related to civil engineering field is solved by using ABCP; studies on fitting an analytical model to standardized intensity-duration-frequency relationship data of Inland Anatolia Region. The results obtained from the thesis studies showed that the automatic programming method based on artificial bee colony is capable of being used in symbolic regression problems.",
- abstract = "Regresyon analizi, bagimli ve bagimsiz degiskenler arasindaki iliskinin modellenmesini yani, fonksiyonel olarak aciklanmasini amaclayan istatiksel bir metodolojidir. Klasik regresyon yontemlerinde bir kaba on modele ihtiyac vardir. Sembolik regresyon ise sistemlerin modellenmesinde bagimli ve bagimsiz degiskenler arasindaki iliskinin, analist on gorusu ile belirlenecek bir kaba on model olmadan ortaya koyulmasi ile ilgilenen bir problemdir. Bu problemin cozumunde genellikle genetik programlama benzeri otomatik programlama yontemleri kullanilmaktadir. Bunlardan bazilari karinca programlama, yapay bagisiklik sistemi programlama ve klon secim programlamadir. Bu tez calismasinda, yapay ari kolonisi (artificial bee colony-ABC) algoritmasina dayali otomatik programlama yontemleri gelistirilmis ve cesitli sembolik regresyon problemlerine uygulamalari gerceklestirilmistir. Yapay ari koloni programlama (artificial bee colony programming-ABCP) algoritmalari olarak adlandirilan bu yontemler ABCP, hizli ABCP, anlamsal ABCP ve hizli anlamsal ABCP'dir. Bu yontemlerin performanslarini gormeye ve artirmaya yonelik calismalar yapilmis, sonuclari literaturde yer alan rakip yontemlerin sonuclari ile kiyaslanmistir. Ayrica, ABCP ile insaat muhendisligi alaninda yer alan bir problem cozulmustur. Bu kapsamda, Ic Anadolu Bolgesi icin onerilmis bir standartlastirilmis siddet-sure-frekans iliski verisine analitik model uydurulmasina dair calismalar yapilmistir. Calismalarda elde edilen sonuclar yapay ari kolonisine dayali otomatik programlama yonteminin sembolik regresyon problemlerinde kullanilabilecek nitelikte oldugunu gostermistir.",
-
notes = "In Turkish Is this GP?
416898.pdf",
