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One of human's developmental task during early adulthood is selecting a life partner. <br /> <br /> <br /> <br /> <br /> Developmental Process Theory states that life partner are chosen through series of <br /> <br /> <br /> <br /&g...
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Format: | Final Project |
Language: | Indonesia |
Online Access: | https://digilib.itb.ac.id/gdl/view/22575 |
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Institution: | Institut Teknologi Bandung |
Language: | Indonesia |
Summary: | One of human's developmental task during early adulthood is selecting a life partner. <br />
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Developmental Process Theory states that life partner are chosen through series of <br />
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gradual filtering processes that focuses on one’s family background and personal <br />
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characteristics. These filtering processes are difficult because it involves many criteria <br />
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of consideration. One example of a technology that is able to facilitate life partner <br />
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filtering processes is Online Dating Sites (ODS). <br />
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There are two common problems found in most ODS. The first problem is the lack of <br />
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consideration of implicit user preferences in the provision of recommendation by the <br />
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system. Users often do not have a full understanding of their own preferences. <br />
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Therefore, in addition to explicit preferences, ODS should also base its <br />
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recommendation on implicit preferences. The second problem is the absence of <br />
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matching criteria weighting feature. Most ODS apply the same weight for each criterion <br />
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to all users. Applying same weight for each user is actually a problem because each <br />
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user has different pattern of prioritizing matching criteria. Both of those problems cause <br />
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the user to not get an accurate life partner recommendation. <br />
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The purpose of this research is to build a prototype of Decision Support System (DSS) <br />
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in a form of ODS that can address the two common problems stated before. The <br />
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recommendation algorithm used by DSS is reciprocal recommendation algorithm, an <br />
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algorithm that apply reciprocal liking concept in giving recommendation. This <br />
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algorithm calculates the value of compatibility between users with two methods namely <br />
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content-based and collaborative filter. The collaborative filter method allows the ODS <br />
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to calculate value of compatibility between users based on implicit preferences obtained <br />
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from historical data of interactions between users. The SPK prototype is equipped with <br />
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a criteria weighting feature based on the Analytical Hierarchy Process (AHP) method. <br />
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AHP facilitates users to indirectly weight matching criterion through a pairwise <br />
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comparison matrix. The prototype of DSS is integrated with a social media analytic tool <br />
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so that DSS can provide additional information for the user. This tool will provide <br />
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information about the attitudes and characteristics of users, tendency of users in <br />
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misusing addictive substances, and users involvement in terrorism. The prototype test <br />
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results show that the prototype has been able to meet the DSS requirements in support <br />
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of the life partner selection process. |
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