PDF] Locality-sensitive binary codes from shift-invariant kernels

Por um escritor misterioso

Descrição

This paper introduces a simple distribution-free encoding scheme based on random projections, such that the expected Hamming distance between the binary codes of two vectors is related to the value of a shift-invariant kernel between the vectors. This paper addresses the problem of designing binary codes for high-dimensional data such that vectors that are similar in the original space map to similar binary strings. We introduce a simple distribution-free encoding scheme based on random projections, such that the expected Hamming distance between the binary codes of two vectors is related to the value of a shift-invariant kernel (e.g., a Gaussian kernel) between the vectors. We present a full theoretical analysis of the convergence properties of the proposed scheme, and report favorable experimental performance as compared to a recent state-of-the-art method, spectral hashing.

PDF] Locality-sensitive binary codes from shift-invariant kernels

Evaluation of noise robustness for local binary pattern descriptors in texture classification – topic of research paper in Medical engineering. Download scholarly article PDF and read for free on CyberLeninka open science

PDF] Locality-sensitive binary codes from shift-invariant kernels

PDF] Breaking the waves: asymmetric random periodic features for low-bitrate kernel machines

Population codes enable learning from few examples by shaping inductive bias

A spatiotemporal mechanism of visual attention: Superdiffusive motion and theta oscillations of neural population activity patterns

PDF] Iterative quantization: A procrustean approach to learning binary codes

PDF] Locality-sensitive binary codes from shift-invariant kernels

PDF] Kernel diff-hash

Let's do the time-warp-attend: Learning topological invariants of dynamical systems – arXiv Vanity

Deep learning applications in single-cell omics data analysis

Convolution neural network with batch normalization and inception-residual modules for Android malware classification

de por adulto (o preço varia de acordo com o tamanho do grupo)

PDF] Locality-sensitive binary codes from shift-invariant kernels

Sugerir pesquisas

você pode gostar