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International Journal of Scientific and Research Publications, Volume 3, Issue 2, February 2013 325<br />

ISSN 2250-3153<br />

constructor of order k. An instance of the k order T is of the<br />

form , where x 1 ,x 2 , . . . , x k are instances<br />

of types T 1 , T 2 , . . . , Tk , respectively. The type T is called<br />

1. A tuple, denoted by T , if the<br />

cardinality (the number of instances) is 1<br />

for every instantiation.<br />

2. An option, denoted by (k )? T , if the<br />

cardinality is either 0 or 1 for every<br />

instantiation.<br />

3. A set, denoted by {k} T , if the cardinality is<br />

greater than 1 for some instantiation.<br />

4. A disjunction, denoted by (T 1 | T 2 | . . . | Tk)<br />

T, if all Ti (i=1,…..k) are options and the<br />

cardinality sum of the k options((T 1 -Tk )<br />

equals 1 for every instantiation<br />

Figure 1 : (a) A web page (b),(c) It’s two different schemas<br />

Definition 2: (Wrapper Induction)<br />

Given a set of n DOM trees, created from some unknown<br />

template T & values, deduce Template, schema & values from<br />

set of DOM trees alone.<br />

B. Methodology<br />

Proposed approach detects schema of web pages by<br />

constructing pattern tree. The process flow of system is as given<br />

in figure below.<br />

Figure 2 : Process flow of System<br />

Proposed system consists of following steps :<br />

Step 1: Take two web pages as input.<br />

Step 2: For each page, we apply VIsion-based Page<br />

Segmentation (VIPS) algorithm to segment Web page & to<br />

build visual block tree.<br />

Step 3: Blocks in visual trees of two web pages are compared to<br />

detect fixed/variant template pages.<br />

Step 4: For fixed template pages, we apply multiple tree merging<br />

algorithm ,which consists of following steps.<br />

• Peer Node Recognition :<br />

• Matrix Alignment :<br />

• Pattern Mining :<br />

• Optional Node Merging :<br />

Step 5 : We create pattern tree & schema is detected.<br />

Step 6 : Data extraction is done by matching pattern tree & html<br />

tree.<br />

Step 7 : From variant template pages ,data is extracted.<br />

C. Algorithms Used<br />

1) VIPS Algorithm<br />

For each input page, we apply VIPS [10] i.e. VIsion-based<br />

Page Segmentation algorithm which is used to segment page into<br />

block structure & then these visual block trees are compared to<br />

check pages belong to fixed or variant template.<br />

In VIsion-based Page Segmentation algorithm, the visionbased<br />

content structure of a page is obtained by combining the<br />

DOM structure and visual cues. For each page, we apply VIPS<br />

[10] algorithm and visual block tree is constructed. Visual block<br />

trees are compared, and on basis of position, size, color, font we<br />

determine whether pages belong to fixed/variant template.<br />

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