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- <title>App/Search/Score - XOWA</title>
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- <h1 id="firstHeading" class="firstHeading"><span>App/Search/Score</span></h1>
- <div id="bodyContent" class="mw-body-content">
- <div id="siteSub">From XOWA: the free, open-source, offline wiki application</div>
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- <div id="mw-content-text" lang="en" dir="ltr" class="mw-content-ltr">
-
- <p>
- XOWA calculates a score to every page for the purpose of ranking search results.
- </p>
- <div id="toc" class="toc">
- <div id="toctitle" class="toctitle">
- <h2>
- Contents
- </h2>
- </div>
- <ul>
- <li class="toclevel-1 tocsection-1">
- <a href="#Overview"><span class="tocnumber">1</span> <span class="toctext">Overview</span></a>
- </li>
- <li class="toclevel-1 tocsection-2">
- <a href="#Scaling_/_Ranking"><span class="tocnumber">2</span> <span class="toctext">Scaling / Ranking</span></a>
- <ul>
- <li class="toclevel-2 tocsection-3">
- <a href="#Scaling"><span class="tocnumber">2.1</span> <span class="toctext">Scaling</span></a>
- </li>
- <li class="toclevel-2 tocsection-4">
- <a href="#Ranking"><span class="tocnumber">2.2</span> <span class="toctext">Ranking</span></a>
- </li>
- </ul>
- </li>
- <li class="toclevel-1 tocsection-5">
- <a href="#Calculation"><span class="tocnumber">3</span> <span class="toctext">Calculation</span></a>
- <ul>
- <li class="toclevel-2 tocsection-6">
- <a href="#PageRank"><span class="tocnumber">3.1</span> <span class="toctext">PageRank</span></a>
- </li>
- <li class="toclevel-2 tocsection-7">
- <a href="#Short_pages_are_penalized"><span class="tocnumber">3.2</span> <span class="toctext">Short pages are penalized</span></a>
- </li>
- <li class="toclevel-2 tocsection-8">
- <a href="#Scores_are_re-scaled"><span class="tocnumber">3.3</span> <span class="toctext">Scores are re-scaled</span></a>
- </li>
- </ul>
- </li>
- </ul>
- </div>
- <h2>
- <span class="mw-headline" id="Overview">Overview</span>
- </h2>
- <p>
- From a broad perspective, the following happens:
- </p>
- <ul>
- <li>
- A <a href="https://en.wikipedia.org/wiki/PageRank" rel="nofollow" class="external text">PageRank</a> score is calculated for a page. This score is <a href="https://en.wikipedia.org/wiki/Feature_scaling" rel="nofollow" class="external text">scaled</a> from 0 to 1,000,000
- </li>
- <li>
- A page-length score is then calculated for the page. This score is <a href="https://en.wikipedia.org/wiki/Percentile_rank" rel="nofollow" class="external text">ranked</a> from 0 to 1,000,000
- </li>
- <li>
- The PageRank score is then multiplied by a ratio if it has a low page-length score
- </li>
- <li>
- The resulting PageRank score is then ranked from 0 to 1,000,000.
- </li>
- </ul>
- <p>
- <br>
- </p>
- <h2>
- <span class="mw-headline" id="Scaling_/_Ranking">Scaling / Ranking</span>
- </h2>
- <p>
- XOWA uses "scaling" and "ranking" at various stages to calculate the score.
- </p>
- <h3>
- <span class="mw-headline" id="Scaling">Scaling</span>
- </h3>
- <p>
- A simplified definition of scaling is converting a number from one range to another range based on proportion. For a more thorough definition, see <a href="https://en.wikipedia.org/wiki/Feature_scaling" rel="nofollow" class="external text">the Wikipedia page on feature scaling</a>
- </p>
- <p>
- For example, let's say you have a score of 100 in a range of 0 to 400 and want to scale it to 0 to 1000. The following steps would be involved:
- </p>
- <ul>
- <li>
- Take 100 and divide it by 400. This yields .25
- </li>
- <li>
- Take .25 and multiply it by 1000. This yields 250.
- </li>
- </ul>
- <p>
- The following formula is the basis for scaling:
- </p>
- <p>
- <span id='xowa_math_txt_0'>
- newScore = \frac{oldScore - \text{min}(oldRange)} {\text{max}(oldRange)-\text{min}(oldRange)} \cdot (\text{max}(newRange)-\text{min}(newRange))
- </span>
- </p>
- <p>
- Or, to use the example from above:
- </p>
- <p>
- <span id='xowa_math_txt_1'>
- 250 = \frac{100 - 0} {400-0} \cdot (1000-0)
- </span>
- </p>
- <h3>
- <span class="mw-headline" id="Ranking">Ranking</span>
- </h3>
- <p>
- A simplified definition of ranking is assigning a number based on its order in a population of numbers. For those familiar with a school setting, this is "grading on a curve". For a more thorough definition, see <a href="https://en.wikipedia.org/wiki/Percentile_rank" rel="nofollow" class="external text">the Wikipedia page on percentile ranks</a>
- </p>
- <p>
- For example, let's say you have the following:
- </p>
- <ul>
- <li>
- A minimum score of 0
- </li>
- <li>
- A maximum score of 100
- </li>
- <li>
- 5 entities with the following scores
- <ul>
- <li>
- A : 99
- </li>
- <li>
- B : 10
- </li>
- <li>
- C : 42
- </li>
- <li>
- D : 71
- </li>
- <li>
- E : 56
- </li>
- </ul>
- </li>
- </ul>
- <p>
- Ranking would do the following:
- </p>
- <ul>
- <li>
- Sort the scores
- <ul>
- <li>
- A : 99
- </li>
- <li>
- D : 71
- </li>
- <li>
- E : 56
- </li>
- <li>
- C : 42
- </li>
- <li>
- B : 10
- </li>
- </ul>
- </li>
- <li>
- Calculate the "interval" for each score by taking the maximum and dividing by the number of scores.
- <ul>
- <li>
- In this case, this would be 20: 100 / 5
- </li>
- </ul>
- </li>
- <li>
- Assign each score a new score based on its proportionate position in the sort.
- <ul>
- <li>
- A : 100
- </li>
- <li>
- D : 80
- </li>
- <li>
- E : 60
- </li>
- <li>
- C : 40
- </li>
- <li>
- B : 20
- </li>
- </ul>
- </li>
- </ul>
- <p>
- <br>
- </p>
- <h2>
- <span class="mw-headline" id="Calculation">Calculation</span>
- </h2>
- <h3>
- <span class="mw-headline" id="PageRank">PageRank</span>
- </h3>
- <p>
- The basis of XOWA's page score is <a href="https://en.wikipedia.org/wiki/PageRank" rel="nofollow" class="external text">PageRank</a>.
- </p>
- <p>
- In brief, PageRank will give high scores to pages which are:
- </p>
- <ol>
- <li>
- linked to by many pages
- </li>
- <li>
- linked to by pages which have a high score.
- </li>
- </ol>
- <p>
- Note that #2 is recursive (a page will have a high score only if it is linked to by many pages). For more info, a good starting point is <a href="https://en.wikipedia.org/wiki/PageRank" rel="nofollow" class="external text">the Wikipedia page on PageRank</a>.
- </p>
- <p>
- After XOWA calculates the PageRank, XOWA then scales this score in a range of 0 to 1,000,000
- </p>
- <h3>
- <span class="mw-headline" id="Short_pages_are_penalized">Short pages are penalized</span>
- </h3>
- <p>
- XOWA penalizes short pages. This reduces the effect of small stub pages which are linked to by many articles, but mostly from boilerplate navigation boxes.
- </p>
- <p>
- XOWA ranks pages based on page-length. The generated score is in a range from 0 to 1,000,000
- </p>
- <p>
- Currently the method is:
- </p>
- <ul>
- <li>
- If the page is in the bottom 60% of page lengths...
- </li>
- <li>
- Then multiply the page score by that percentage.
- </li>
- </ul>
- <p>
- For example, a page that has a length in the bottom 10% and a score of 1000, will have a score of 100 (1000 * 10%). In contrast, a page that has a length in the top 65% with a score of 9,000 will still have a score of 9,000.
- </p>
- <p>
- Note that this calculation is an ad-hoc creation and will probably change in the future.
- </p>
- <h3>
- <span class="mw-headline" id="Scores_are_re-scaled">Scores are re-scaled</span>
- </h3>
- <p>
- The final step is to take the modified score and rank it from 0 to 1,000,000. Note that this final score is an integer (not a decimal / float)
- </p>
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