About: Application of adaptive neuro-fuzzy inference system to analysis of travel behavior

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	A relatively new method for data analysis called the adaptive neuro-fuzzy inference system (ANFIS) is illustrated with an example from travel behavior modeling. The options offered by this data analysis technique are illustrated by using data from Australia. In addition, an experiment was performed to identify the optimal split of data into an estimation sample and a validation sample. Comparisons of ANFIS and the more traditional regression methods such as ordinary least-squares linear regression and negative binomial regression were performed by using the mean square error and correlation coefficients. ANFIS is shown to be a useful tool, and its further use in travel behavior research and applications in transportation planning is recommended. However, many additional issues require further scrutiny and experimentation, which are discussed. A relatively new method for data analysis called the adaptive neuro-fuzzy inference system (ANFIS) is illustrated with an example from travel behavior modeling. The options offered by this data analysis technique are illustrated by using data from Australia. In addition, an experiment was performed to identify the optimal split of data into an estimation sample and a validation sample. Comparisons of ANFIS and the more traditional regression methods such as ordinary least-squares linear regression and negative binomial regression were performed by using the mean square error and correlation coefficients. ANFIS is shown to be a useful tool, and its further use in travel behavior research and applications in transportation planning is recommended. However, many additional issues require further scrutiny and experimentation, which are discussed. (en)
Title	Application of adaptive neuro-fuzzy inference system to analysis of travel behavior Application of adaptive neuro-fuzzy inference system to analysis of travel behavior (en)
skos:prefLabel	Application of adaptive neuro-fuzzy inference system to analysis of travel behavior Application of adaptive neuro-fuzzy inference system to analysis of travel behavior (en)
skos:notation	RIV/68407700:21260/03:00153835!RIV14-MSM-21260___
http://linked.open...avai/riv/aktivita	S
http://linked.open...avai/riv/aktivity	S
http://linked.open...iv/cisloPeriodika	1854
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Přibyl, Ondřej
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta dopravní
http://linked.open...dnocenehoVysledku	598825
http://linked.open...ai/riv/idVysledku	RIV/68407700:21260/03:00153835
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Travel behavior; fuzzy; ANFIS (en)
http://linked.open.../riv/klicoveSlovo	Travel behavior ANFIS fuzzy
http://linked.open...odStatuVydavatele	US - Spojené státy americké
http://linked.open...ontrolniKodProRIV	[2621D6FE4B0E]
http://linked.open...i/riv/nazevZdroje	TRAVELER BEHAVIOR AND VALUES 2003 - PLANNING AND ADMINISTRATION
http://linked.open...in/vavai/riv/obor	AP
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...UplatneniVysledku	2003
http://linked.open...v/svazekPeriodika	2003
http://linked.open...iv/tvurceVysledku	Přibyl, Ondřej Goulias, K. G.
http://linked.open...ain/vavai/riv/wos	000189432900020
issn	0361-1981
number of pages	9 (xsd:int)
http://localhost/t...ganizacniJednotka	21260

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