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

Representing sparse matrix in memory using array, Q. What do you understand...

Q. What do you understand by the term sparse matrix? How sparse matrix is stored in the memory of a computer? Write down the function to find out the transpose of a sparse matrix u

What is algorithm, What is Algorithm A finite sequence of steps for a...

What is Algorithm A finite sequence of steps for accomplishing some computational task. An algorithm should Have steps which are simple and definite enough to be done

Infix expression into the postfix expression, Q. Convert the given infix ex...

Q. Convert the given infix expression into the postfix expression (also Show the steps) A ∗ (B + D)/ E - F(G + H / k ) Ans. Steps showing Infix to Post fix

Hashing and collisions during hashing, Q. What do you understand by the te...

Q. What do you understand by the term Hashing?  How do the collisions occur during hashing?  Explain the different techniques or methods for resolving the collision.

Link list, algorithm for multiplication of two sparse matrices using link l...

algorithm for multiplication of two sparse matrices using link list

Efficient way of storing a sparse matrix in memory, Explain an efficient wa...

Explain an efficient way of storing a sparse matrix in memory.   A matrix in which number of zero entries are much higher than the number of non zero entries is called sparse mat

A linear list of elements in which deletion can be done, A linear list of e...

A linear list of elements in which deletion can be done from one end (front) and insertion can take place only at the other end (rear) is called as a   Queue.

General Tree, How to create an General Tree and how to search general tree?...

How to create an General Tree and how to search general tree?

How to measure the algorithm efficiency, How to measure the algorithm's eff...

How to measure the algorithm's efficiency? It is logical to examine the algorithm's efficiency as a function of some parameter n showing the algorithm's input size. Instance

Representation of a sparse matrix, Let us assume a sparse matrix from stora...

Let us assume a sparse matrix from storage view point. Assume that the entire sparse matrix is stored. Then, a significant amount of memory that stores the matrix consists of zeroe

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