Giter Club home page Giter Club logo

cmt's People

Contributors

ngs333 avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar  avatar

Forkers

weathon

cmt's Issues

Need option to provide loose bounding interval

The metric trees should provide the options of loose (or non-tight) bounding intervals. This is particularly so if bounding distances of metrics calculated as doubles are stored in 32 bit floats. Without such a capability, the radius used in range search needs to have an extra epsilon (small quantity) increase of value, and in knn search is is not as clear. The loose bounding intervals should somehow be made only as loose as possible to not miss any results while not providing the extra epsilon with the query range. Possible, the C/C++ nextafter functions can be used for this.

Missing internal bounding interval sides

Tree nodes should store the internal boundary interval sizes. Although this does not affect the correctness of the result set, it effects the query efficiency. During the process of tree construction tree nodes are storing only the distance to the nearest and the farthest objects (of child nodes) in the common distance interval. However, the distance to the furthest in the left child, and the distance to the nearest in the right child, are not being stored. They are available as a product of partitioning, and are very useful in discriminating between left and right child info for the purposes of pruning. Preliminary tests suggest that the information greatly influences the performance of the common metric tree at smaller query radius, while slightly influencing the performance of the CMT.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.