Create algorithm for similarities between documents, Data Structure & Algorithms

Assignment Help:

Here is a diagram showing similarities between documents; this is an actual set of physics lab assignments from a large university.

2442_similarities between documents.png

Each node (square) in the graph is a document. Each edge (line) connects two documents based on the number of 6-word phrases they have in common. To reduce noise, only documents sharing more than 200 6-word phrases are shown. The red square is the lab manual, and the brown squares are two sample lab reports that were distributed in class. (Apparently many students 'borrowed' heavily from these documents.) But if we look carefully, we notice that several papers share a large number of phrases in common with each other and with no other documents. For example, a pair at the top left share 718, a pair at the top right show 882, and a pair on the lower left share 863 6-word phrases in common. It's likely that those people turned in essentially the same lab report or copied from each other. Your program will read through a directory full of files and identify pairs of files that share more than 200 6-word phrases, as a means of detecting copied work.

It's important to understand what we mean by "6-word phrases." It's not just looking at 6 words, then the next 6, etc.; after all, even plagiarists are smarter than that. A 6-word phrase is a word and the following 5 words, for each word with at least 5 words after it. So, for example, the text:

Now is the time for all good men to come to the aid of their country.

Contains the 6-word phrases:

Now is the time for all

is the time for all good

the time for all good men

time for all good men to

...and so on.

Thus, a single extended passage can generate many duplicates. On the other hand, a sentence that happens to begin with "Now is the time..." will be less likely to generate more than a few 'hits' as duplicate phrases. For our purposes, upper- or lower-case doesn't matter, nor does punctuation.


Related Discussions:- Create algorithm for similarities between documents

Stack and array, how to implement multiple stack using single dimension arr...

how to implement multiple stack using single dimension array in c

Data Mining and Neural Networks, I am looking for some help with a data min...

I am looking for some help with a data mining class with questions that are about neural networks and decision trees. Can you help? I can send document with questions.

Which of the sorting algorithm is stable, Which of the sorting algorithm is...

Which of the sorting algorithm is stable   Heap sorting is stable.

Explain arrays, Arrays :- To execute a stack we need a variable called top,...

Arrays :- To execute a stack we need a variable called top, that holds the index of the top element of stack and an array to hold the part of the stack.

Comparisons between linear and binary search, Comparative Study of Linear a...

Comparative Study of Linear and Binary Search Binary search is lots quicker than linear search. Some comparisons are following: NUMBER OF ARRAY ELEMENTS EXAMINED array

Technique for direct search, Technique for direct search is    Hashing ...

Technique for direct search is    Hashing is the used for direct search.

Determine about the logic gates, Determine about the logic gates Many e...

Determine about the logic gates Many electronic circuits operate using binary logic gates. Logic gates essentially process signals that represent true or false or equivalent i.

Define wire-frame model, Define Wire-frame Model This skeletal view is ...

Define Wire-frame Model This skeletal view is called a Wire-frame Model. Although not a realistic representation  of the object, it is still very useful in the early stages of

Name the five popular hashing functions, Five popular hashing functions are...

Five popular hashing functions are as follows: 1) Division Method 2) Midsquare Method 3) Folding Method 4) Multiplicative method 5) Digit Analysis

Write Your Message!

Captcha
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd