Early estimation of project determinants predictions through establishing the basis of new building projects in Germany

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1. Verfasser: Dursun, Onur (VerfasserIn)
Format: Abschlussarbeit Buch
Sprache:English
Veröffentlicht: München Oldenbourg 2014
Schriftenreihe:Schriftenreihe Bauökonomie
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Datensatz im Suchindex

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adam_text CONTENTS TABLE OF CONTENTS VII LIST OF ABBREVIATIONS IX . LIST OF FIGURES XI LIST OF TABLES XIII ABSTRACT XV ZUSAMMENFASSUNG XVII 1 INTRODUCTION 1 1.1 RESEARCH BACKGROUND 1 1.2 PROBLEM STATEMENT 2 1.3 SCOPE, AIMS, AND HYPOTHESES 6 1.3.1 RESEARCH SCOPE 6 1.3.2 RESEARCH AIMS 7 1.3.3 FRAMEWORKS AND HYPOTHESES 7 1.3.4 RESEARCH OBJECTIVES 11 1.4 STRUCTURE OF THE MANUSCRIPT 12 2 LITERATURE REVIEW 15 2.1 CONSTRUCTION COST ESTIMATION 16 2.1.1 OVERVIEW 16 2.1.2 KEY STUDIES 16 2.1.3 CONCLUSION 22 2.2 CONSTRUCTION DURATION ESTIMATION 23 2.2.1 OVERVIEW 23 2.2.2 BROMILOW S TIME-COST MODEL AND RELATED STUDIES 24 2.2.3 CRITICS ON BTC MODEL AND OTHER MODELS 27 2.2.4 CONCLUSION 30 3 METHODOLOGY 33 3.1 THE EMPIRICAL WORK 33 3.1.1 A GENERAL OUTLOOK 33 3.1.2 MOTIVATION 34 3.1.3 MODELING 35 3.1.4 QUANTITATIVE APPROACH 35 HTTP://D-NB.INFO/1042634890 CONTENTS 3.2 LINEAR REGRESSION 36 3.2.1 OVERVIEW 36 3.2.2 THE STANDARD REGRESSION ASSUMPTIONS 38 3.2.3 DETECTION OF VIOLATIONS IN MODEL ASSUMPTIONS 40 3.3 ARTIFICIAL NEURAL NETWORKS 41 3.3.1 OVERVIEW 41 3.3.2 MULTI LAYER PERCEPTRONS 41 3.3.2.1 THE NETWORK ARCHITECTURE 42 3.3.2.2 ACTIVATION FUNCTION 43 3.3.2.3 TRAINING ALGORITHM 44 3.3.2.4 DATA NORMALIZATION 44 3.3.2.5 TRAINING AND TEST SAMPLE 45 3.3.2.6 PERFORMANCE MEASURES 45 3.3.3 GENERAL REGRESSION NEURAL NETWORK 45 3.4 CONCLUDING REMARKS 47 4 SAMPLE 49 4.1 OVERVIEW 49 4.2 RESTRICTIONS AND PREDICTOR VARIABLES 51 4.3 RESPONSE VARIABLES 53 4.4 SUPPORTING THE HYPOTHESES - PILOT ANALYSIS 54 4.5 CONCLUDING REMARKS 55 5 RESULTS OF ANALYSIS 57 5.1 REFERENCE UNIT QUANTITIES 58 5.2 COST OF STRUCTURE 65 5.2.1 SECOND LEVEL COST GROUPS OF STRUCTURE 65 5.2.2 FIRST LEVEL COST GROUPS OF STRUCTURE 80 5.2.2.1 MULTI-WAY FORECAST 81 5.2.2.2 ONE-STEP AHEAD FORECAST 85 5.3 CONSTRUCTION DURATION 89 6 COMPARISON OF THE FRAMEWORKS 93 6.1 COST ESTIMATION FRAMEWORKS 93 6.2 DURATION ESTIMATION FRAMEWORKS 101 7 IMPLEMENTATION 107 7.1 STORY OF 1300-082 107 7.2 POINT ESTIMATES 108 7.2.1 REFERENCE UNIT QUANTITIES 109 7.2.2 COST OF STRUCTURE 112 7.2.3 CONSTRUCTION DURATION 117 7.3 CONFIDENCE INTERVALS 119 8 CONCLUSIONS 125 REFERENCES 131
any_adam_object 1
author Dursun, Onur
author_GND (DE-588)1046253859
author_facet Dursun, Onur
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dewey-hundreds 600 - Technology (Applied sciences)
dewey-ones 624 - Civil engineering
dewey-raw 624.068
dewey-search 624.068
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dewey-tens 620 - Engineering and allied operations
discipline Bauingenieurwesen
Wirtschaftswissenschaften
format Thesis
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publishDate 2014
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publisher Oldenbourg
record_format marc
series2 Schriftenreihe Bauökonomie
spellingShingle Dursun, Onur
Early estimation of project determinants predictions through establishing the basis of new building projects in Germany
Neuronales Netz (DE-588)4226127-2 gnd
Lineare Regression (DE-588)4167709-2 gnd
Kostenschätzung (DE-588)4114297-4 gnd
Bauvorhaben (DE-588)4120975-8 gnd
Projektplanung (DE-588)4115649-3 gnd
Projektkosten (DE-588)4302100-1 gnd
Zeitaufwand (DE-588)4435355-8 gnd
subject_GND (DE-588)4226127-2
(DE-588)4167709-2
(DE-588)4114297-4
(DE-588)4120975-8
(DE-588)4115649-3
(DE-588)4302100-1
(DE-588)4435355-8
(DE-588)4113937-9
title Early estimation of project determinants predictions through establishing the basis of new building projects in Germany
title_auth Early estimation of project determinants predictions through establishing the basis of new building projects in Germany
title_exact_search Early estimation of project determinants predictions through establishing the basis of new building projects in Germany
title_full Early estimation of project determinants predictions through establishing the basis of new building projects in Germany Onur Dursun
title_fullStr Early estimation of project determinants predictions through establishing the basis of new building projects in Germany Onur Dursun
title_full_unstemmed Early estimation of project determinants predictions through establishing the basis of new building projects in Germany Onur Dursun
title_short Early estimation of project determinants
title_sort early estimation of project determinants predictions through establishing the basis of new building projects in germany
title_sub predictions through establishing the basis of new building projects in Germany
topic Neuronales Netz (DE-588)4226127-2 gnd
Lineare Regression (DE-588)4167709-2 gnd
Kostenschätzung (DE-588)4114297-4 gnd
Bauvorhaben (DE-588)4120975-8 gnd
Projektplanung (DE-588)4115649-3 gnd
Projektkosten (DE-588)4302100-1 gnd
Zeitaufwand (DE-588)4435355-8 gnd
topic_facet Neuronales Netz
Lineare Regression
Kostenschätzung
Bauvorhaben
Projektplanung
Projektkosten
Zeitaufwand
Hochschulschrift
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