<?xml version="1.0" encoding="UTF-8"?>
<mods xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://www.loc.gov/mods/v3" version="3.1" xsi:schemaLocation="http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-1.xsd">
  <titleInfo>
    <title>Evaluation of regression methods in flow forecasting</title>
  </titleInfo>
  <name type="personal">
    <namePart>Bui Khanh Huong</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Huynh, Ngoc Phien</namePart>
    <role>
      <roleTerm type="text">Chairperson</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Bogardi, Janos J.</namePart>
    <role>
      <roleTerm type="text">Examination Committee</roleTerm>
    </role>
  </name>
  <name type="personal">
    <namePart>Gonzales, Jr. R. L.</namePart>
    <role>
      <roleTerm type="text">Examination Committee</roleTerm>
    </role>
  </name>
  <name type="corporate">
    <namePart>Japanese Government</namePart>
    <role>
      <roleTerm type="text">Scholarship Donor</roleTerm>
    </role>
  </name>
  <typeOfResource>text</typeOfResource>
  <originInfo>
    <place>
      <placeTerm type="code" authority="marccountry">th</placeTerm>
    </place>
    <place>
      <placeTerm type="text">Bangkok</placeTerm>
    </place>
    <publisher>Asian Institute of Technology</publisher>
    <dateIssued>1988</dateIssued>
    <issuance>monographic</issuance>
  </originInfo>
  <language>
    <languageTerm authority="iso639-2b" type="code">eng</languageTerm>
  </language>
  <physicalDescription>
    <form authority="marcform">print</form>
    <extent>66 p.</extent>
  </physicalDescription>
  <abstract>In this thesis a system is developed for daily flow  forecasting consisting o f five regression methods:  - The Least Squares Method,  - The Ridge Regression ,  - The Principal Component Regression,  - The Stepwise Regression, a nd  - The regression with minimum s um of absolute errors.  The system was used to evaluate the performances of the  regression techniques and of the following models:  - The - The  - The  - The  model involving discharge, rainfall and evaporation,  mode l using only discharge and rainfall,  Linear Perturbation Mode l, a nd  Extended Linear Perturbation Model.  From applications to data on two catchment areas , in Laos  and Th ail and , it was found that:  - The performances of the least squares method, the stepwise  regression and the regression with minimum sum of absolute  errors are almost the same. But the regression with  mini mum sum of absolute errors requires mu c h more  executing time.  - The performance of the ridge regression is not as good as  that of the least squares method in the case of  nonsingular matrix . The ridge regression is recommended  for use only when the least squares method cannot give the  results because of the multicollinearity present among the  predictor variables.  - The performance of the principal component regression is  a l so not as good as that of the least squares method.  - The performances of  the model involving discharge, rainfall and evaporation ,  the model using only discharge and rain fall, and  the Extended Linear Perturbation Model  are almost t he same.  - The performance of the model using only discharge and  rainfall is better than that of the Linear Perturbation  Model.</abstract>
  <note>A thesis submitted in partial fulfillment of the requirement for the degree of Master of Science, School of Engineering and Technology</note>
  <note>Thesis (M.Sc.) - Asian Institute of Technology, 1988</note>
  <subject authority="lcsh">
    <topic>Hydraulics</topic>
    <topic>Mathematical models</topic>
  </subject>
  <relatedItem type="series">
    <titleInfo>
      <title>Thesis ; no. CS-88-4</title>
    </titleInfo>
    <name type="corporate">
      <namePart>Asian Institute of Technology.</namePart>
      <namePart/>
    </name>
  </relatedItem>
  <identifier type="uri">http://203.159.5.9/ait-thesis/detail.php?q=B18762</identifier>
  <location>
    <url displayLabel="Full-Text">http://203.159.5.9/ait-thesis/detail.php?q=B18762</url>
  </location>
  <recordInfo>
    <recordCreationDate encoding="marc">280898</recordCreationDate>
    <recordChangeDate encoding="iso8601">20260818112807.0</recordChangeDate>
  </recordInfo>
</mods>
