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assessing asphalt mixture's rutting potential, asphalt–aggregate mixture's flow number is proposed as an explanatory factor. To model asphalt mixture's flow number, a Birds Behaviour Optimization with weighted least squares supports vector machine (BBO-WLS2VM) technique is proposed in this study. ...