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DIGITAL FORENSIC RESEARCH CONFERENCEThe Normalized Compression Distance as a File Fragment Classifier ByStefan Axelsson Presented AtThe Digital Forensic Research Conference DFRWS 2010 USAPortland,
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01
Gather the data or texts you want to compare.
02
Choose a suitable compression algorithm to use, such as gzip or bzip2.
03
Compress each of the data sets separately to obtain their respective compressed file sizes.
04
Combine the two data sets into one and compress it to obtain the combined compressed file size.
05
Apply the normalised compression distance formula: NCD(A, B) = (C(A) + C(B) - C(A, B)) / max(C(A), C(B)), where C(X) is the size of the compressed data X.
06
Interpret the resulting NCD value to determine the similarity between the data sets.

Who needs form normalised compression distance?

01
Researchers who need to measure the similarity between different data sets.
02
Data scientists and machine learning practitioners who analyze patterns in data.
03
Bioinformaticians comparing genetic sequences.
04
Information theory professionals studying data redundancy and compression.
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Form Normalised Compression Distance (NCD) is a statistical measure used to quantify the similarity between two data objects based on their compressed sizes. It is often used in fields like information theory and data analysis.
Generally, entities or individuals that deal with large datasets and need to assess the similarity or redundancy of data patterns may be required to file or use the NCD measurements.
To fill out the Form Normalised Compression Distance, one must provide the datasets being analyzed, calculate their compressed sizes, and then apply the NCD formula to obtain the distance metric.
The purpose of the Form Normalised Compression Distance is to provide a quantitative measure of the similarity between datasets, helping researchers and analysts identify patterns, redundancies, and relationships within data.
The information that must be reported includes the datasets being compared, their respective compressed sizes, the calculated NCD value, and any relevant metadata that may affect the analysis.
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