Innovative Cancer Screening

Combining topological data analysis with experimental validation for enhanced cancer detection methods.

Topological Analysis

Evaluating TDA methods against traditional cancer screening techniques.

A circular view of a microscopic specimen displaying a network-like pattern in shades of dark purple and brown against a bright white background, resembling a cross-section of organic tissue.
A circular view of a microscopic specimen displaying a network-like pattern in shades of dark purple and brown against a bright white background, resembling a cross-section of organic tissue.
Experimental Validation

This project focuses on validating TDA methods through comparative experiments, assessing their accuracy and robustness in cancer screening against traditional techniques using multiple public medical datasets.

The image contains a series of diagonal lines that intersect and overlap, creating a pattern of varying densities. The lines appear to be white against a textured gray background, with some sections appearing denser than others.
The image contains a series of diagonal lines that intersect and overlap, creating a pattern of varying densities. The lines appear to be white against a textured gray background, with some sections appearing denser than others.
Data Preprocessing

Utilizing an API for effective data preprocessing and feature extraction to enhance the performance of TDA-based cancer screening methods in medical research.

Research

Innovative methods for cancer data analysis.

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