https://aurivelle.github.io/tags/python/PythonHugo Blox Builder (https://hugoblox.com)en-usWed, 01 Jul 2026 00:00:00 +0000https://aurivelle.github.io/media/icon_hu_982c5d63a71b2961.pnghttps://aurivelle.github.io/tags/python/https://aurivelle.github.io/projects/profuzzycounting/Wed, 01 Jul 2026 00:00:00 +0000https://aurivelle.github.io/projects/profuzzycounting/<p>This Advanced Data Structures course project explores typo-tolerant fuzzy counting with compact probabilistic data structures.</p> <h3 id="key-features">Key Features</h3> <ul> <li><strong>Fuzzy matching:</strong> Implemented typo-tolerant matchers using Bloom filter segmentation and Cuckoo filters.</li> <li><strong>Cardinality estimation:</strong> Implemented and compared HyperLogLog and HyperLogLog-LDP.</li> <li><strong>Evaluation:</strong> Measured accuracy-space tradeoffs over synthetic typo datasets under different sketch parameters and segmentation strategies.</li> <li><strong>Reusable tooling:</strong> Exposed the implementation as a Python library backed by the C++ experiments.</li> </ul> <p>You can view the complete source code and the full academic report from the links below:</p> <ul> <li><strong> </strong></li> <li><strong> </strong></li> <li><strong> </strong></li> </ul>