
TRANSWESD
 Referenced in 1 article
[sw17199]
 removal of false positive edges. Transitive reduction is one approach for eliminating edges reflecting indirect ... reconstructing cyclic interaction graphs with true redundant structures is problematic. Results: We present TRANSWESD ... elaborated variant of TRANSitive reduction for WEighted Signed Digraphs that overcomes conceptual problems of existing ... statistical approaches for generating highquality perturbation graphs from systematic perturbation experiments...

slingshot
 Referenced in 5 articles
[sw36159]
 component in an analysis pipeline after dimensionality reduction and clustering. It is flexible enough ... incorporation of prior knowledge through supervised graph construction...

EigenGNN
 Referenced in 2 articles
[sw38084]
 graph structures with GNNs by treating GNNs as a type of dimensionality reduction and expanding ... initial dimensionality reduction bases. Without needing to increase depths, EigenGNN possesses more flexibilities ... initial bases contain both node features and graph structures. We present extensive experimental results...

IntrinsicDimension
 Referenced in 5 articles
[sw39926]
 Carnevale ”Accurate estimation of intrinsic dimension using graph distances: unraveling the geometric complexity of datasets ... This observation justifies the use of dimensionality reduction approaches to model complex systems and motivates ... geodesics with minimum distance paths on a graph, we analyze the distribution of pairwise distances...

MathCheck
 Referenced in 13 articles
[sw13642]
 longstanding open mathematical conjectures from graph theory regarding properties of hypercubes: the first conjecture ... detailed performance analysis and show an exponential reduction in search space...

FiniteFlow
 Referenced in 7 articles
[sw41195]
 framework employs computational graphs, known as dataflow graphs, to combine basic building blocks into complex ... multiloop scattering amplitudes, including the reduction via integrationbyparts identities to master integrals...

Geoxp
 Referenced in 7 articles
[sw08289]
 selection of a portion of the graph results in the automatic highlighting of the corresponding ... data, GeoXp includes some dimension reduction techniques such...

SpintoGrape
 Referenced in 6 articles
[sw07515]
 grouptheoretic package Gap and its graphtheoretic add on, Grape. Through studying these examples ... Finally we discuss ways in which symmetry reduction techniques incorporated within Spin, e.g., the SymmSpin...

InfoMod
 Referenced in 1 article
[sw21234]
 classes in terms of certain infinite planar graphs (dessins) called c{c}arks. InfoMod illustrates ... various aspects of these forms, i.e. Gauss’ reduction algorithm, the representation problem of forms, ambiguous...

GraphSAINT
 Referenced in 1 article
[sw37758]
 GraphSAINT constructs minibatches by sampling the training graph, rather than the nodes or edges across ... eliminate bias, and sampling algorithms for variance reduction. Importantly, we can decouple the sampling from ... extend GraphSAINT with many architecture variants (e.g., graph attention, jumping connection). GraphSAINT demonstrates superior performance...

Rainbowfish
 Referenced in 2 articles
[sw33131]
 uses BOSS to represent the de Bruijn graph, but decomposes the color sets based ... sets, which can lead to a significant reduction in the space required to store...

EigenCFA
 Referenced in 3 articles
[sw14136]
 from linearalgebra operations. Central to this reduction were “abstract” Church encodings, and encodings ... critical accelerants. Because controlflow graphs are sparse in practice (up to 96% empty...

CONN
 Referenced in 3 articles
[sw26510]
 global signal regression, the CompCor noise reduction method allows for interpretation of anticorrelations as there ... bivariate/multivariate regression analysis for multiple ROI sources, graph theoretical analysis, and novel voxeltovoxel...

multiflexxlib
 Referenced in 2 articles
[sw26145]
 MultiFLEXX. A Python software package for data reduction and visualization of continuous angle multiple energy ... interfaces for versatile tweaking of graphing parameters, facilitating generation of productionquality graphs...

HyperTools
 Referenced in 2 articles
[sw18876]
 time as (x,y) coordinates on a graph), it is not always obvious ... primary approach is to use dimensionality reduction techniques (Pearson, 1901; Tipping & Bishop, 1999) to embed...

SASEPA
 Referenced in 2 articles
[sw02446]
 algorithm is total processing time reduction; such are the requirements when we deal with automated ... also evaluated over randomly generated task graphs...

Merlin
 Referenced in 5 articles
[sw23076]
 resulting system of probabilistic constraints using factor graphs, which are a wellknown structure ... positives being removed; this constitutes a 15% reduction in the CAT.NET false positive rate...

solverALL
 Referenced in 2 articles
[sw33799]
 clusters is a standard optimization task in graphbased data clustering. Here, complementing classic work ... deletions. Nevertheless, we develop several effective data reduction and pruning rules, resulting in a competitive...

SurvivalVolume
 Referenced in 1 article
[sw29176]
 disease (increasing volume), stable disease and regression (reduction in volume) under therapy are important measures ... presenting this data involve 3 unconnected graphs: line graphs of each individual, average volume...

PyKale
 Referenced in 1 article
[sw39156]
 library for knowledgeaware machine learning on graphs, images, texts, and videos to enable ... adaptation) with latest deep learning and dimensionality reduction models. We build PyKale on PyTorch ... interdisciplinary nature via examples in bioinformatics, knowledge graph, image/video recognition, and medical imaging...