Resources | Subject Notes | Computer Science
This section explores how digital information, or files, are stored and made smaller for efficient storage and transmission. We will cover both lossless and lossy data compression techniques.
Data storage involves saving digital information onto a storage medium. Common storage media include:
Data compression is the process of reducing the size of a file. This is beneficial for saving storage space and speeding up data transfer.
Lossless compression reduces file size without losing any of the original data. The original file can be perfectly reconstructed from the compressed file.
How it works: Lossless compression algorithms identify and eliminate redundancy in the data. This is often achieved by representing repeating patterns with shorter codes.
Examples:
Feature | Description |
---|---|
Data Loss | No data is lost during compression and decompression. |
File Size Reduction | Smaller file sizes compared to the original. |
Reconstruction | The original file can be perfectly reconstructed. |
Suitable for | Text documents, software, and images where data integrity is crucial. |
Lossy compression reduces file size by permanently removing some of the original data. This results in a smaller file but with a potential loss of quality.
How it works: Lossy compression algorithms identify data that is considered less important to the human eye or ear and discard it. The degree of data loss can be adjusted to control the file size and quality.
Examples:
Trade-off: Lossy compression offers significantly smaller file sizes but at the cost of some data fidelity. The level of compression affects the amount of data loss.
Feature | Description |
---|---|
Data Loss | Some data is lost during compression. |
File Size Reduction | Significantly smaller file sizes compared to the original. |
Reconstruction | The original file cannot be perfectly reconstructed. |
Suitable for | Images and audio where a slight loss of quality is acceptable for smaller file sizes. |
The following table summarizes the key differences between lossless and lossy compression:
Feature | Lossless Compression | Lossy Compression |
---|---|---|
Data Loss | No | Yes |
File Size | Larger | Smaller |
Quality | Original quality preserved | Quality may be reduced |
Use Cases | Text, software, images (where quality is important) | Photographs, music, video (where smaller file size is prioritized) |