<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>The Residents' Behaviours and Attitudes towards Municipal Solid Waste Management on Samos Island, Greece</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Veronika Andrea</string-name>
          <email>vandrea@fmenr.duth.gr</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Paraskevi Karanikola</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Stilianos Tampakis</string-name>
          <email>stampaki@for.auth.gr</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Adroniki Krokou</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Antonios Tampakis</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Forestry and Management of the Environment and Natural Resources, Democritus University of Thrace</institution>
          ,
          <country country="GR">Greece</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Forestry and Natural Resources, Aristotle University of Thessaloniki</institution>
          <country country="GR">Greece</country>
        </aff>
      </contrib-group>
      <fpage>167</fpage>
      <lpage>176</lpage>
      <abstract>
        <p>The case study investigates the behaviors of the residents on a Greek Island in the Aegean Sea, where there is a sanitary landfill and disposal is the main solid waste treatment method implemented. With the use of hierarchical log-linear analysis certain correlations were examined including the citizens' quality of life, the performance of waste collection system, the location and allocation of waste containers, the cleanliness services provided, environmental consciousness in everyday life, awareness level on recycling and general waste management issues.</p>
      </abstract>
      <kwd-group>
        <kwd>waste collection</kwd>
        <kwd>attitudes</kwd>
        <kwd>hierarchical log-linear analysis</kwd>
        <kwd>quality of life</kwd>
        <kwd>municipal solid waste</kwd>
        <kwd>behaviors</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 Introduction</title>
      <p>
        Municipal solid waste management (MSM) has been proven to be one of the pivotal
challenges for modern societies resulting from the increasing global population and
urbanization [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]; while, it is a fact that the citizens’ quality of life is highly dependent
on efficient waste management [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. To this end, the examination of the citizens’ views,
behaviors and attitudes is of outmost importance in order to define the most effective
policies and strategies towards environmentally friendly, energy efficient,
costeffective, and socially acceptable solutions. Moreover, it should be stressed that the
citizens’ pro-environmental behavior is a major factor in waste management process
[
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Therefore, a foreword towards integrated waste management planning means that
the citizen’s participation in decision making should be considered as granted.
According to Gallardo et al. [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], a primary stage in effective planning is the definition
of the waste generation and composition patterns of an area, which depend on various
socio-economic characteristics, while there are certain differentiations on dense areas
and rush hours. The latest consequently affects the organization of waste collection
systems in terms of routes, nodes and collection frequencies.
      </p>
      <p>The aim of this paper is to analyze the residents’ behaviors and attitudes concerning
the operation effectiveness of the municipal solid waste management on Samos island,
where the only MSM infrastructure is a sanitary landfill.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Methodology</title>
      <p>The study area was the Island of Samos in the Eastern Aegean Sea in Greece.
Administratively, Samos belongs in the Region of North Aegean and at the Regional
Unit of Samos. In the island there are two municipalities and a sanitary landfill in the
area of Kamara, in the east part of the island.</p>
      <p>
        Simple random sampling was used due to its simplicity, since it requires the least
possible knowledge of the population compared to other methods [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. The estimation
of the proportion of the population and the estimation of the standard error of the
proportion of the population sp, were given by the formulas of simple random sampling
[
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Separate pre-sampling of 50 individuals carried out in order to calculate the size
of the sample, which was estimated for every quantitate and qualitative variable
according to the formulas of simple random sampling, where t = 1.96 and e = 5% [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
The sample of the sample was estimated to 400 inhabitants for possibility
(1α)100=95%, e=0,049.
      </p>
      <p>
        Hierarchical Log-linear Analysis was used to examine two groups of variables.
Prior to the application of Hierarchical Log-linear analysis, the expected frequencies
in the contingency table were examined [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. Classes were grouped together in order to
satisfy the criteria mentioned by Tabachick and Fidell [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. For the data analysis the
Statistical Package for Social Sciences (SPSS 16) was used. The collection of the
questionnaires was conducted in 2018.
3
      </p>
    </sec>
    <sec id="sec-3">
      <title>Results</title>
      <p>The residents of Samos state to be satisfied in a percentage of 39.5%, 17.8% very
satisfied and 6% absolutely satisfied with the quality of live provided in the island they
live; while, less satisfied are the 26.8% and not at all satisfied the 10%.</p>
      <p>Slightly more negative rates are also observed for the satisfaction they have with
the cleanliness services provided. In particular, 37.8% reckon to be less satisfied, 36%
satisfied, 12.5% not at all satisfied, 12.3% very satisfied and 1.5% absolutely satisfied.
According to recent findings [10; 11; 12] waste management plays a crucial role for
the society as it closely affiliated with the citizens’ quality of life.</p>
      <p>
        Addressing the frequency of the waste collection system 45% of residents claim
that they are satisfied, 33% are less satisfied, 13.8% are very satisfied, 5.8% are not at
all satisfied and 2.5% are absolutely satisfied. More specifically, concerning the
emptying of the waste containers on a weekly basis, the 9% of the residents notice that
it takes place once a week, the 20.8% twice, the 26.2% three times, the 14.5% four
times, the 15% five times, the 10% six times, and the 4.2% every day; the 0.3% did
not answer this question. It should be noted that there is a positive correlation between
the generated waste and the popularity of the streets, which in turn requires the proper
selective collection nodes respectively [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]
      </p>
      <p>
        The frequency of routes for the waste collection is related to the number of the
existing waste containers [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ] and consequently to the distance from their users. The
distance from the citizens' residence and the waste containers according to the 33.3%
of the residents is estimated as being between 16 to 50 meters, the 27% state to be
between 51 to 100 meters, the 23% notes that the containers are far from their houses
of less than 15 meters and the 16.8% that the containers are farther than 100 meters.
      </p>
      <p>The fact that the containers are under a constant change of position proves that the
residents are annoyed by their presence. Indeed the 21.3% affirms that it is true while
the 78.8% disprove this fact.</p>
      <p>The placement of disinfecting clean waste containers for proper hygiene outputs
and foot operated opening mechanism by means of a pedal that ensures that the lid lifts
automatically, are two features that tend to make the presence of containers more
acceptable by the residents. In the case study it seems that the maintenance of the waste
containers is satisfactory in Samos, yet, a low percentage of 6% residents claim to
dispose their waste out of the waste containers when they are filled. It should be noted
that most of them (94%) place their waste inside the containers. Unfortunately, an
important percentage (25.5%) declare that they have unconsciously dispose waste on
the street, while the 74.5% of the residents has never adopted this attitude.</p>
      <p>Prior to the initiation of the log-linear analysis (in particular the hierarchical), it is
intentional to examine the size of the expected frequencies in the crossing table. Is it
therefore observed that the only anticipated frequency lower than 5 is 3.4. Therefore,
no anticipated frequency is lower than 1 and only one is lower than 5; hence, there
exists no problem with low anticipated frequencies. We further observe that there is a
disparity between the observed and the anticipated frequencies. This means that the
assumption of full independency between these three criteria is incorrect. Through the
application of Hierarchical Log-linear analysis, in both cases (municipalities) after the
removal of the third-class degree of correlation, it was established that the most
appropriate model was the one which included the impact and the interaction of the
variables divided by two.</p>
      <p>Hierarchical Log-linear analysis was implemented for the variables “provision of
cleanliness services”, “distance between the residents’ households and the waste
containers”, “waste containers emptying” and “waste containers change of position”.
There was no interaction per 4 ή 3 criteria, because the X2 for Pearson’s test is 4.624
with probability (p) = 0.593 and because the X2 likelihood ratio is 4.816 with
probability (p)= 0.588. The representations are the following:
• Residents that are absolutely satisfied to satisfied with the cleanliness services
provided report that the waste containers are emptied four to seven times a week.</p>
      <p>On the other hand, those who are not at all or less satisfied with the cleanliness
services provided claim that the waste containers are emptied from one to three
times a week (Table 1).</p>
      <p>Residents who declare that their home is within 50 meters of the waste containers
report that the waste containers are emptied four to seven times a week. On the
other hand, those who state that their home is more than 50 meters away from the
waste containers affirm that their containers are emptied one to three times a
week (Table 2).</p>
      <p>Residents who state that they are absolutely satisfied to satisfied with the
cleanliness services provided report that their home is within 50 meters of the
waste containers. While, those who say they are not at all satisfied with the
cleanliness services provided say that their home is farther than 50 meters away
from the waste containers (Table 3).</p>
      <p>Residents who are absolutely satisfied to satisfied with the cleanliness services
provided state that the waste containers are not often moved. Whereas, those who
are not at all or less satisfied with the cleaning services provided reckon that the
containers are often moved (Table 4).</p>
      <p>Residents who report that their home is within 50 meters far of the waste
containers regard that the containers are not often moved. On the contrary, the
ones report that their residence is farther than 50 meters away from the containers,
state that the waste containers are often moved (Table 5).
0 - 50 meters</p>
      <p>
        One practical solution towards effective waste management is the prompt emptying
of the filled waste containers. Added to that, the less time the waste remains on the
waste containers the less disturbances will appear in the close area such as unpleasant
odors and hygiene matters. To this end, it would be useful for the citizens to dispose
their waste just before they are collected [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] Unfortunately, a large proportion (32.8%)
of citizens dispose waste to the waste containers any time of the day, 29.5% in the
morning, 18% at night, 12.5% in the evening and 7.2% in the afternoon.
      </p>
      <p>Another important issue for the residents of Samos is that there is insufficient
awareness on waste management. 46.3% are said to be less informed, 24% not at all
informed, 20.3% informed, 6.5% very informed and 3% absolutely informed. Thus,
only 15% of the residents are aware of the cleanliness regulation when the 85% of
them are unaware of its content.</p>
      <p>However, it seems that they are better informed about recycling; 37% claims to be
less informed, 30.5% informed, 14.3% not at all informed, 12.8% very informed and
5.5% absolutely informed. Indeed, 97% of citizens consider that the products they use
(paper, aluminium, glass, etc.) should be recycled.</p>
      <p>Nevertheless, they also share the opinion that waste management is a procedure that
includes costs for them. Namely, the municipal fee they have to pay for waste
management in Samos is regarded as neutral for the 42.3%, high for the 35.8%, very
high for the 16.5% while the 5% and the 0.5% consider this cost as low and very low
respectively.</p>
      <p>Hierarchical Log-linear analysis was applied for the variables “Provision of
cleanliness services”, “unconsciously disposal of waste on the street”, “cost of the
municipal fee for waste management” and sex. Therefore, there was no interaction per
4 or 3 criteria, because the X2 for Pearson’s test is 10.567 with probability (p) = 0.307
and because the X2 likelihood ratio is 11.404 with probability (p)= 0.249. The
representations are the following:
• Residents who regard they are absolutely satisfied with the provided cleanliness
services state that the cost of municipal fees is neutral to very low. On the
contrary, those who consider they are not at all or less satisfied with the provided
cleanliness services claim that the cost of municipal fees is high and very high
(Table 6).
•
absolutely satisfied /</p>
      <p>satisfied
cost of municipal fees
very high - neutral - very Total</p>
      <p>high low</p>
      <p>Count 80 119 199
Expected count 104.0 95.0 199.0</p>
      <p>Residual -24.0 24.0</p>
      <p>Count 129 72 201
lessasti-snfoietdat all Expected count 105.0 96.0 201.0</p>
      <p>Residual 24.0 -24.0</p>
      <p>Total ExpeCctoeudnctount 220099.0 119911.0 440000.0
The residents that have noticed that unconsciously dispose waste on the street are
males while the ones that have not found themselves dispose waste on the street
are females (Table 7).
Τable 8. Demographic features of the respondents</p>
      <sec id="sec-3-1">
        <title>Gender Age</title>
        <p>18-30
25.3%
Marital status</p>
      </sec>
      <sec id="sec-3-2">
        <title>Childhood</title>
        <p>without children</p>
        <p>48.8%
Educational
level
Profession
male
40.0%</p>
        <p>According to the demographic characteristics of the questioned, a major part was
consisted of women (60%), while most of them were allocate to the total of age
categories, half of them are married while the half of them have two or no children
(25.5%), they are well educated mostly employed in the public and private sector.
Finally, almost four out of ten of the residents (33.8%) are satisfied with the incomes;
while the, 33% claim to be less, 23% not at all, the 7.8% and the 2.5% as very and
absolutely satisfied with their incomes, respectively (Table 8).
4</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Conclusions</title>
      <p>The residents of Samos claim to be satisfied with their quality of life, whereas they
assess the cleanliness service and the frequency of the waste collection system in a
negative point of view. On the other hand, the residents who are more satisfied with
the cleanliness services report that the waste containers are being emptied more
frequently (4-7 times a week), they are located in the close area of their residence (up
to 50 meters) and they are not being moved by other residents. The latest leads to the
conception that when services are of better quality, they receive better acceptance by
the residents they address. In addition, and according to the residents’ views there is
an association between the acceptance of better services with the lower fee they have
to pay at the municipality for the waste management system. Another important
conclusion drawn by the results was that males tend to unconsciously dispose their
waste on the street more frequently.</p>
      <p>As regards the information that residents receive about waste management it is said
to be unsatisfactory, while there is a better notion on recycling raising awareness
issues. Accordingly, the residents’ knowledge of the cleanliness regulation is regarded
as inadequate when at the same time their acceptance of recycling is something
established. Eventually, it is clear from the abovementioned that raising awareness
addressing the residents of Samos, should be examined and further extended on the
general framework of waste management schemes.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          1.
          <string-name>
            <surname>Zhou</surname>
            ,
            <given-names>Z.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chi</surname>
          </string-name>
          . Y.,
          <string-name>
            <surname>Dong</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Tang</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Ni</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          (
          <year>2019</year>
          ).
          <article-title>Model development of sustainability assessment from a life cycle perspective: A case study on waste management systems in China</article-title>
          .
          <source>Journal of Cleaner Production</source>
          , Vol.
          <volume>210</volume>
          , pp.
          <fpage>1005</fpage>
          -
          <lpage>1014</lpage>
          . https://doi.org/10.1016/j.jclepro.
          <year>2018</year>
          .
          <volume>11</volume>
          .074
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          2.
          <string-name>
            <surname>Ferronato</surname>
            ,
            <given-names>N.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Torretta</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          (
          <year>2019</year>
          ).
          <article-title>Waste Mismanagement in Developing Countries: A Review of Global Issues</article-title>
          .
          <source>International Journal of Environmental Research and Public Health</source>
          , Vol.
          <volume>16</volume>
          , Issue 6, pp.
          <fpage>1</fpage>
          -
          <lpage>28</lpage>
          . https://doi.org/10.3390/ijerph16061060
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          3.
          <string-name>
            <surname>Agovino</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ferrara</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Garofalo</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          (
          <year>2016</year>
          ).
          <article-title>An exploratory analysis on Gawaste management in Italy: A focus on waste disposed in landfill</article-title>
          .
          <source>Land Use Policy</source>
          , Vol.
          <volume>57</volume>
          , pp.
          <fpage>669</fpage>
          -
          <lpage>681</lpage>
          . https://doi.org/10.1016/j.landusepol.
          <year>2016</year>
          .
          <volume>06</volume>
          .027
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          4.
          <string-name>
            <surname>Gallardo</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Carlos</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Peris</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Colomer</surname>
            ,
            <given-names>F.J.</given-names>
          </string-name>
          (
          <year>2015</year>
          ).
          <article-title>Methodology to design a municipal solid waste pre-collection system. A case study</article-title>
          .
          <source>Waste Management</source>
          , Vol.
          <volume>36</volume>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>11</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          5.
          <string-name>
            <surname>Tampakis</surname>
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Andrea</surname>
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Karanikola</surname>
            <given-names>P.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Karali</surname>
            <given-names>Z.</given-names>
          </string-name>
          (
          <year>2018a</year>
          ).
          <article-title>Assessment of municipal waste management policies by the citizens of Orestiada, Greece, Journal of Regional Socio-Economic Issues, in the special issue: “An approach to the sustainability pillars: Studying Environment, Society and Economy for a better future”</article-title>
          , Vol.
          <volume>8</volume>
          , Issue 2, pp.
          <fpage>39</fpage>
          -
          <lpage>46</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          6.
          <string-name>
            <surname>Tampakis</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Andrea</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Karanikola</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Sidiropoulou</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          (
          <year>2018</year>
          ).
          <article-title>Resident's concerns and attitudes towards policies and strategies of solid waste management facilities</article-title>
          ,
          <source>International Journal of Sustainable Agricultural Management and Informatics</source>
          , Vol.
          <volume>4</volume>
          , Νο 3/4, pp.
          <fpage>338</fpage>
          -
          <lpage>360</lpage>
          . https://doi.org/10.1504/IJSAMI.
          <year>2018</year>
          .099220
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          7.
          <string-name>
            <surname>Karanikola</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Tampakis</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          (
          <year>2008</year>
          ).
          <article-title>Domestic waste management as a means for life quality improvement and environmental protection in the city of Karditsa: citizens' viewpoint</article-title>
          .
          <source>International Journal of Sustainable Development and Planning</source>
          , Vol.
          <volume>3</volume>
          , No.
          <issue>1</issue>
          , pp.
          <fpage>73</fpage>
          -
          <lpage>82</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          8.
          <string-name>
            <surname>Barrena</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Canca</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ortega</surname>
            ,
            <given-names>A.F.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Piedra-de-</surname>
          </string-name>
          la-cuadra, R. (
          <year>2019</year>
          ).
          <article-title>Optimizing container location for selective collection of urban solid waste, Waste Management and the Environment IX, WIT Transactions on Ecology and the Environment</article-title>
          , Vol.
          <volume>231</volume>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>9</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          9.
          <string-name>
            <surname>Sulemana</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Donkor</surname>
            ,
            <given-names>A.E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Forkuo</surname>
            ,
            <given-names>E.K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Oduro-Kwarteng</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          (
          <year>2018</year>
          ).
          <article-title>Optimal Routing of Solid Waste Collection Trucks: A Review of Methods</article-title>
          .
          <source>Hindawi Journal of Engineering</source>
          , Vol.
          <year>2018</year>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>12</lpage>
          . https://doi.org/10.1155/
          <year>2018</year>
          /4586376
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          10.
          <string-name>
            <surname>Kalamatianou</surname>
            ,
            <given-names>A.G.</given-names>
          </string-name>
          (
          <year>2000</year>
          ), Social Statistics, Methods of One-Dimensional
          <string-name>
            <surname>Analysis</surname>
          </string-name>
          ,
          <source>The Economic Publications</source>
          , Athens.
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          11.
          <string-name>
            <surname>Filias</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pappas</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Antonopoulou</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zarnari</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Magganara</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Meimaris</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nikolakopoulos</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Papachristou</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Perantzaki</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sampson</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Psychogios</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          (
          <year>2000</year>
          ),
          <article-title>Introduction of the Methodology and</article-title>
          Techniques of Social Research, Gutenberg Social Library, Athens.
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          12.
          <string-name>
            <surname>Pagano</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Gauvreau</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          (
          <year>2000</year>
          ),
          <source>Elements of Biostatistics. Ellin Publications</source>
          , Athens.
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          13.
          <string-name>
            <surname>Siardos</surname>
            ,
            <given-names>G.K.</given-names>
          </string-name>
          (
          <year>1999</year>
          ),
          <article-title>Methods of Multivariate Statistical Analysis</article-title>
          ,
          <string-name>
            <surname>Part</surname>
            <given-names>I</given-names>
          </string-name>
          :
          <article-title>Investigating Relationships between Variables, Zitis Publications</article-title>
          , Thessaloniki.
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          14.
          <string-name>
            <surname>Tabachick</surname>
            ,
            <given-names>B.G.</given-names>
          </string-name>
          and
          <string-name>
            <surname>Fidell</surname>
            ,
            <given-names>L.S.</given-names>
          </string-name>
          (
          <year>1989</year>
          ), Using Multivariate Statistics, 2nd ed.
          <source>Harper and Row</source>
          , New York.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>