Advances in Civil Engineering / 2014 / Article / Tab 1

Review Article

Using Intelligent Techniques in Construction Project Cost Estimation: 10-Year Survey

Table 1

Comparison of proposals based on technique and validation.

ProposalTechniqueValidation

Wilmot and Mei [24]ML: ANNHave not been mentioned
An et al. [26]ML: SVMComparison with methods for assessing conceptual cost estimates
Petroutsatou et al. [23]ML: ANNBy comparison with other models in literature
Jafarzadeh et al. [25]ML: ANNHave not been mentioned
Hola and Schabowicz [27]ML: ANNHave not been mentioned
Son et al. [28]ML: SVMComparison with other techniques such as ANN and a decision tree (DT)
Cheng and Hoang [29]ML: SVMHave not been mentioned
Ji et al. [30]KBS: case-based reasoningUsing case study
Choi et al. [31]KBS: case-based reasoningBy comparison with previous conceptual cost estimation studies
K. J. Kim and K. Kim [32]KBS: case-based reasoningHave not been mentioned
Yildiz et al. [33]KBSBy doing interview with experts
Lee et al. [34]KBS: ontology Comparison with other techniques
Karakas et al. [41]ABS: MASInterview with expert
Rojas and Mukherjee [42]ABS: multiagentHave not been mentioned
Kim [36]KBS: case-based reasoning and analytical hierarchy processCase study
de Albuquerque et al. [38]ES: genetic algorithm Have not been mentioned
Rogalska et al. [37]ES: hybrid genetic evolutionary algorithmBy comparing the result with case studies from literature
Ghoddousi et al. [35]ES: genetic algorithmBy comparing the result with case studies from literature
Afshar et al. [39]ES: ant colonyBy comparing the results with case studies in construction optimisation
Zhang and Ng [40]ES: ant colonyBy comparing the results with an academic benchmark
Kim et al. [43]HS: statistics, CBR, and databaseBy comparing the result with case study from literature
Cheng et al. [44]HS: SVM and DEBy comparing the result with other methods
Kim et al. [45]HS: ANN and GAHave not been mentioned
Yu and Skibniewski [46]HS: ANN and fuzzy systemBy using a case study of residential building construction projects in China
Williams and Gong [47]HS: text mining, numerical data, and ensemble classifiersHave not been mentioned
Cheng et al. [48]HS: ANN, GA, and fuzzy systemHave not been mentioned
Zhang and Xing [49]HS: fuzzy and particle swarm optimisationHave not been mentioned

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