Principal manifolds and nonlinear dimension reduction via local tangent space alignment
Characterization major methods of construction principal manifolds. Familiarity with the issues numerical computation. Analysis nonlinear manifold learning from unorganized data points is a challenging unsupervised learning and data visualization.
Подобные документы
A method for performing a nonlinear form of Principal. Component Analysis is proposed. By the use of integral operator kernel functions one can compute principal components in high dimensional feature spaces, related to input space by some nonlinear map.
статья, добавлен 08.02.2013Deep learning is one of the most active research fields in machine learning community. It has gained unprecedented achievements in fields such as computer vision, natural language processing and speech recognition. Сhallenges posed by Big Data analysis.
статья, добавлен 18.02.2021The dimension reduction as a way to overcome the errors of the measurement when dealing with vector data in high-dimensional spaces and as a modelling tool of map. A techniques for dimension. The implementation of neural's networks for these techniques.
научная работа, добавлен 08.02.2013The possibilities of the MS Excel spreadsheet processing system for visualization of large data sets in an easy-to-understand form. Development of tools for practical implementation for visualization of large data arrays by selecting the required range.
статья, добавлен 29.09.2023Methods, tools and applications of Data Mining. Basic concepts of data warehouses and the place of Data Mining in their architecture. The process of data analysis using this technology, its stages. Analytical software market, product data capabilities.
статья, добавлен 30.10.2020Review of Basic Statistics With SPSS. Data Coding and Exploratory Analysis. Selecting and Interpreting Inferential Statistics. Several Measures of Reliability. Exploratory Factor Analysis and Principal Components Analysis. Multiple Linear Regression.
книга, добавлен 09.04.2013Data flow diagrams as a hierarchy of functional processes related data flows. Familiarity with the main components of a data flow diagram: external entities, systems and subsystems, processes. Analysis of the structure of building hierarchy DFD.
статья, добавлен 25.03.2019Motivation from Genetic and Evolutionary Computation. Factorization of the Search Distribution. The Convex and Concave Lagrangian. FDA Factorizations and Region Graphs. Probabilistic Optimization and Linkage Learning. Learning Bayesian Networks from Data.
учебное пособие, добавлен 25.11.2013Familiarity with the basic principles of cryptographic protection of information. Cryptography as a set of methods for data transformation, aimed at, it is to make the data useless to the enemy. Analysis of the cryptographic algorithm with the public key.
книга, добавлен 08.03.2014Higher-level programming language (commonly C, C++, or java) and familiarity with the fundamentals of data structures and algorithms. The study of the theory of computation. A hierarchy of formal language and automata. Limits of algorithmic computation.
книга, добавлен 08.03.2014Find and analysis a way for data protection when a person uses e-platforms. Based on the General Data Protection Regulation, the measure for the data protection is assumed to comply when data systems go along with technical and organizational safeguards.
статья, добавлен 13.08.2023A novel family of data-driven linear transformations, aimed at finding low dimensional embeddings of multivariate data, in a way that optimally preserves the structure of the data. The PCA and Fisher’s LDA are the special members in this transformation.
статья, добавлен 08.02.2013The Iterative Extraction as extended approach extraction techniques in Principal Component Analysis to other additive data models. Additive models for clustering & similarity data and apply Iterative Extraction for deriving feasible clustering solutions.
учебное пособие, добавлен 08.02.2013An overview of machine learning applications for analyzing genome data. Molecular medicine and gene therapy. DNA and RNA are mobile genetic elements. Possible applications of transposons. Cross check software algorithm. Recognition of relocatable items.
дипломная работа, добавлен 10.12.2019Using Duraton-Overman test to study detailed location patterns of the forestry and agricultural industry in Russia. Data analysis package. The first article on geocoding. Methods for measuring localization. Distance-based localization measurement.
курсовая работа, добавлен 11.02.2017On relevance of technical analysis. Pattern recognition. Technical indicators. Data processing. Feature extraction. Kolmogorov-Smirnov test. Algorithm and software. Model configuration. Clustering performance on simulated data, brutе force algorithm.
учебное пособие, добавлен 26.08.2016Description of the mathematical model of technological processes of variational inequalities. Search for the maximum of the Hamiltonian function of the state space functions. Development of a method for numerical realization of mathematical models.
статья, добавлен 22.12.2016Analysis of data aggregated preferences. The ranking of the elements as separate and static elements. Evaluation of the algorithms, assumptions, weight and shifting implicit preferences. The essence of ranking elements as a function of their attributes.
дипломная работа, добавлен 30.08.2016Machine learning is a set of algorithms and tools that help machines understand hidden patterns in data and exploit the structure and substance of those hidden patterns. The history of the emergence of architectures of increased computing power.
статья, добавлен 24.02.2024The opportunities that create application of computer visualization using mathematical software to improve the quality of interactive teaching of students. Visualization of numerical solution of problems of mathematical physics by finite element method.
статья, добавлен 20.01.2016Применение информационных технологий в бизнесе. Оценка возможностей нейронных сетей и искусственного интеллекта. Способы обработки и анализа данных больших объемов. Методы представления сведений в цифровой форме. Современная трактовка машинного обучения.
статья, добавлен 09.08.2022The methods of data protection in local and global network. The functions of antivirus programs. The server side of web protection. The aspects of data transfer in big company. Password management. Internet security from different hacking and infection.
контрольная работа, добавлен 07.08.2017Тhe main authorization methods for the web used to develop and build the logical structure of sites. Justification of the method of secure integration of users of a local network into web authorization, the ability to log in with personal local data.
статья, добавлен 09.10.2018Понятие термина Data Mining, его история возникновения. Понятие искусственного интеллекта. Сравнение статистики, машинного обучения и Data Mining. Развитие технологии баз данных начиная с 1960-х г. Data Mining как часть рынка информационных технологий.
реферат, добавлен 14.01.2015How data visualization can help in genomic sequence analysis. The fragment of genetic text of a bacterial genome and analyzing its structure. The information in the genome encoded by non-overlapping triplets. Finding out the real gene positions.
статья, добавлен 08.02.2013