Data has shape & shape has meaning - Topological Methods & Reasoning systems (Cisco) скачать в хорошем качестве

Data has shape & shape has meaning - Topological Methods & Reasoning systems (Cisco)

We continuously produce, at an unpredictable rate, a large amount of heterogeneous, noisy, sparse, unstructured data. Traditional techniques for data mining and knowledge discovery are unsuitable for extracting all the information and uncover the data structure. We need new computational techniques with minimal assumptions. Application of topology driven methods can reduce large data sets to a topological summary, coordinate-free, deformation invariant, which is the compressed semantic description of the original multidimensional data space. Topological Data Analysis (TDA) is an unsupervised approach that works for both structured and unstructured data. The rationale is that we can extract knowledge from data because data has shape and the shape has meaning. Find more at: https://www.thealgo.co/data-has-shape...