Diffusion Maps - a Probabilistic Interpretation for Spectral Embedding and Clustering Algorithms

Spectral embedding and spectral clustering as common methods for non-linear dimensionality reduction and clustering of complex high dimensional datasets. Asymptotics of the diffusion distances and diffusion maps. Clustering of a mixture of gaussians.

Подобные документы

  • Features a training platform for developers of fault-tolerant engineering systems. Application of the theory of diagnosing ? state of the system and flexible recovery of her health. Support adaptive learning process using Bayesian probabilistic networks.

    ??????, добавлен 13.01.2017

  • The creating and operating an arbitrary Database in computer mathematics. The conceptual design acts as the construction of an information model of the subject area of the. The definition of the objects of the subject area of the DB, their properties.

    ??????, добавлен 17.02.2021

  • Definition of information security. Methods and means of information protection. Access Control - information protection regulation of the use of all resources of IP and IT. Protection of data and programs from unauthorized access, copying, modification.

    ???????, добавлен 04.04.2016

  • Computational and Mathematical Preliminaries: computability, complexity, intractability. Efficient Number-Theoretic Algorithms and Intractable Problems. Public-Key Cryptography and Type Crytposystems. Integer Factorization and Discrete Logarithm Attacks.

    ?????, добавлен 08.03.2014

  • ?atch generation of web pages, local interaction. Non-linear structure: blocks of text, links between pages create a mesh or network, users follow their own path through information. Delivery technology: on the computer, on the web, on the move.

    ???????????, добавлен 28.12.2013

  • A random access memory. Examples of peripheral devices: expansion card, video card, image scanners, tape drives, microphones, speakers, web and digital cameras. Network or shared printers. Print three-dimensional objects. Printing 3D models from STL file.

    ???????, добавлен 09.12.2014

  • The 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.

    ??????, добавлен 20.01.2016

  • Privacy and Authentication in program. The random Number Generation. Message-Authentication Code Algorithms. Encrypt and Authenticate Modes. Goals of Public Key Cryptography. The process optimize 32-Bit Implementation. Performance of the Small Variant.

    ?????, добавлен 08.03.2014

  • Biometrics at a distance: issues, challenges, and prospects. Advanced technologies for touchless fingerprint recognition. Long-range facial image acquisition and quality. Detection of singularities in fingerprint images using linear phase portraits.

    ?????, добавлен 08.03.2014

  • Block cipher modes of operation and data transformation for asymmetrical algorithms. Standardisation in cryptography. Trust models in public key cryptography. Cryptographic standards for the World Wide Web. People who play a role in cryptography.

    ?????, добавлен 08.03.2014

  • ?????????? ?????? ?????????? ?????????? ? ?????????????? ???????? ?????? ? ???????? ???????? ?????? (Linear Feedback Shift Register – LFSR) ? ???????????? ??????. ????????????? ?????????? ????????? ????????????. ??????????? ????????????????? ????.

    ??????, добавлен 11.07.2022

  • Robots and controllers: interfaces, operating system. Binary, analog, position sensor. Kinematics, driving program. Balancing robots: simulation, double inverted pendulum. Micro mouse contest. Maze exploration algorithms. Real-time image processing.

    ??????? ???????, добавлен 25.11.2013

  • ???????????? ????????? ?????? ?????????? student package: calculus1, linear algebra, precalculus. ???????????? ? ?????????????? ????????? ?? ???????? ???????. ???????????? ? ?????????????? ???????? ??????? ???????????? ????????? ? ????????? ???????.

    ??????, добавлен 24.12.2016

  • Development of the mathematical model of invariant image processing in the visual system. The principles of constructing a functional that reaches a maximum when the values of the transformations are equal to the hidden transformations of the signal.

    ??????, добавлен 22.12.2016

  • A proposed public key distribution protocol, which is based on diffie-hellman problem is a two-pass protocol and has many of desirable secrity; the protocol is an extension diffie-hellman key exchange using random numbers and establishes a shared key K.

    ???? ??????, добавлен 08.03.2014

  • Higher-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.

    ?????, добавлен 08.03.2014

  • Bioinformatics Versus Other Disciplines. Further Developments: from Linear Information to Multidimensional Structure Organization. Probability-Generating Functions and Characteristic Functions. Transition Probability Matrix and State Transition Graph.

    ??????? ???????, добавлен 25.11.2013

  • Comparative analysis of the ways to reduce the contingency of loss of access. The secret key - the main part of the protection system in most cryptographic algorithms. Homomorphism property as one of the basic features of Shamir threshold scheme.

    ??????, добавлен 06.05.2018

  • The presenting online system for symbolic differentiation that calculate derivatives. The trees are used for representation of formulas. Derivatives are generated by tree transformations. Presented algorithms are part of the microsystems simulator Dero.

    ??????, добавлен 10.05.2018

  • Basics of Contemporary Cryptography for Information Technology Practitioners. Codes for Error Detection. Advances in Coding Theory and Cryptography. Arcs, minihypers, and the classification of three-dimensional Griesmer codes. About the code equivalence.

    ?????, добавлен 08.03.2014

  • The security challenges of ubiquitous computing. The study side channel attack methodology. Hardware to solve sparse systems of linear equations over. Symmetric ciphers: side channel attacks and countermeasures. Attacks on asymmetric cryptosystems.

    ???? ??????, добавлен 08.03.2014

  • Analysis 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.

    ????????? ??????, добавлен 30.08.2016

  • ???????? ?????????? COM - ??????????????? .NET, ?? ?????????????? ??? ????????? ???????? ??????? ??????????. ???????????? .NET, ?? ??????. ?????? DLL ??? EXE. ??????????? ??????? ????? (Common Type System, CTS). ???????????? ???????. ????? .NET Framework.

    ???????????, добавлен 18.10.2013

  • Types of knowledge-based systems. Logic, rules and representation. The use of registered names, trademarks in engineering. Expert systems, neural networks, genetic algorithms, case-based reasoning systems and methodologies of intelligent agents.

    ?????, добавлен 04.10.2014

  • The issue of necessity of monitoring circumstance of software systems implemented through service-based principle in conditions of continuous development and enhancement. Pattern and antipattern detection. Metric calculation algorithms. Response time.

    ????????? ??????, добавлен 31.10.2016

Работы в архивах красиво оформлены согласно требованиям ВУЗов и содержат рисунки, диаграммы, формулы и т.д.
PPT, PPTX и PDF-файлы представлены только в архивах.
Рекомендуем скачать работу и оценить ее, кликнув по соответствующей звездочке.