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UMAP: Uniform Manifold Approximation and Projection for Dimension
  Reduction
v1v2v3 (latest)

UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

9 February 2018
Leland McInnes
John Healy
James Melville
ArXiv (abs)PDFHTML

Papers citing "UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction"

50 / 2,393 papers shown
Title
ActiLabel: A Combinatorial Transfer Learning Framework for Activity
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ActiLabel: A Combinatorial Transfer Learning Framework for Activity Recognition
Parastoo Alinia
Seyed Iman Mirzadeh
H. Ghasemzadeh
126
10
0
16 Mar 2020
Hierarchical Models: Intrinsic Separability in High Dimensions
Hierarchical Models: Intrinsic Separability in High Dimensions
Wen-Yan Lin
91
0
0
15 Mar 2020
Deep Representation Learning of Electronic Health Records to Unlock
  Patient Stratification at Scale
Deep Representation Learning of Electronic Health Records to Unlock Patient Stratification at Scalenpj Digital Medicine (NPJ Digit Med), 2020
Isotta Landi
B. Glicksberg
Hao-Chih Lee
S. Cherng
Giulia Landi
M. Danieletto
J. Dudley
Cesare Furlanello
Riccardo Miotto
211
177
0
14 Mar 2020
Longevity Associated Geometry Identified in Satellite Images: Sidewalks,
  Driveways and Hiking Trails
Longevity Associated Geometry Identified in Satellite Images: Sidewalks, Driveways and Hiking Trails
Joshua J. Levy
Rebecca M. Lebeaux
A. Hoen
B. Christensen
L. Vaickus
T. A. MacKenzie
93
1
0
05 Mar 2020
Cartolabe: A Web-Based Scalable Visualization of Large Document
  Collections
Cartolabe: A Web-Based Scalable Visualization of Large Document CollectionsIEEE Computer Graphics and Applications (CG&A), 2020
Philippe Caillou
Jonas Renault
Jean-Daniel Fekete
Anne-Catherine Letournel
Sebag Michèle
63
18
0
02 Mar 2020
Statistical power for cluster analysis
Statistical power for cluster analysisBMC Bioinformatics (BB), 2020
Edwin S. Dalmaijer
Camilla L. Nord
D. Astle
48
382
0
01 Mar 2020
Entangled Watermarks as a Defense against Model Extraction
Entangled Watermarks as a Defense against Model ExtractionUSENIX Security Symposium (USENIX Security), 2020
Hengrui Jia
Christopher A. Choquette-Choo
Varun Chandrasekaran
Nicolas Papernot
WaLMAAML
324
261
0
27 Feb 2020
Reducing Geographic Performance Differential for Face Recognition
Reducing Geographic Performance Differential for Face Recognition
Martins Bruveris
Jochem Gietema
Pouria Mortazavian
Mohan Mahadevan
CVBM
102
8
0
27 Feb 2020
Supervised Dimensionality Reduction and Visualization using
  Centroid-encoder
Supervised Dimensionality Reduction and Visualization using Centroid-encoderJournal of machine learning research (JMLR), 2020
T. Ghosh
Michael Kirby
149
29
0
27 Feb 2020
NestedVAE: Isolating Common Factors via Weak Supervision
NestedVAE: Isolating Common Factors via Weak SupervisionComputer Vision and Pattern Recognition (CVPR), 2020
M. Vowels
Necati Cihan Camgöz
Richard Bowden
CMLDRL
150
22
0
26 Feb 2020
Large-scale biometry with interpretable neural network regression on UK
  Biobank body MRI
Large-scale biometry with interpretable neural network regression on UK Biobank body MRIScientific Reports (Sci Rep), 2020
Taro Langner
Robin Strand
H. Ahlström
J. Kullberg
182
23
0
17 Feb 2020
Classifying the classifier: dissecting the weight space of neural
  networks
Classifying the classifier: dissecting the weight space of neural networksEuropean Conference on Artificial Intelligence (ECAI), 2020
Gabriel Eilertsen
Daniel Jonsson
Timo Ropinski
Jonas Unger
Anders Ynnerman
170
59
0
13 Feb 2020
Machine Learning in Python: Main developments and technology trends in
  data science, machine learning, and artificial intelligence
Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence
S. Raschka
Joshua Patterson
Corey J. Nolet
AI4CE
257
591
0
12 Feb 2020
Unsupervised Learning of Audio Perception for Robotics Applications:
  Learning to Project Data to T-SNE/UMAP space
Unsupervised Learning of Audio Perception for Robotics Applications: Learning to Project Data to T-SNE/UMAP space
Prateek Verma
J. Kenneth Salisbury
SSL
147
4
0
10 Feb 2020
Deep Graph Mapper: Seeing Graphs through the Neural Lens
Deep Graph Mapper: Seeing Graphs through the Neural LensFrontiers in Big Data (Front. Big Data), 2020
Cristian Bodnar
Cătălina Cangea
Pietro Lio
286
43
0
10 Feb 2020
Improving the Evaluation of Generative Models with Fuzzy Logic
Improving the Evaluation of Generative Models with Fuzzy Logic
Julian Niedermeier
Gonçalo Mordido
Christoph Meinel
EGVM
41
3
0
03 Feb 2020
NCVis: Noise Contrastive Approach for Scalable Visualization
NCVis: Noise Contrastive Approach for Scalable VisualizationThe Web Conference (WWW), 2020
A. Artemenkov
Maxim Panov
85
20
0
30 Jan 2020
Genetic Programming for Evolving a Front of Interpretable Models for
  Data Visualisation
Genetic Programming for Evolving a Front of Interpretable Models for Data VisualisationIEEE Transactions on Cybernetics (IEEE Trans. Cybern.), 2020
Andrew Lensen
Bing Xue
Mengjie Zhang
87
50
0
27 Jan 2020
ProjectionPathExplorer: Exploring Visual Patterns in Projected
  Decision-Making Paths
ProjectionPathExplorer: Exploring Visual Patterns in Projected Decision-Making Paths
A. Hinterreiter
C. Steinparz
Moritz Schofl
Holger Stitz
M. Streit
140
18
0
20 Jan 2020
Deep learning generates custom-made logistic regression models for
  explaining how breast cancer subtypes are classified
Deep learning generates custom-made logistic regression models for explaining how breast cancer subtypes are classifiedbioRxiv (bioRxiv), 2020
Takuma Shibahara
Chisa Wada
Yasuho Yamashita
Kazuhiro A. Fujita
Masamichi Sato
Junichi Kuwata
Atsushi Okamoto
Yoshimasa Ono
94
11
0
20 Jan 2020
Building high accuracy emulators for scientific simulations with deep
  neural architecture search
Building high accuracy emulators for scientific simulations with deep neural architecture search
M. F. Kasim
D. Watson‐Parris
L. Deaconu
Sophy Oliver
P. Hatfield
...
S. Khatiwala
J. Korenaga
J. Topp-Mugglestone
E. Viezzer
S. Vinko
AI4CE
136
105
0
17 Jan 2020
A Common Operating Picture Framework Leveraging Data Fusion and Deep
  Learning
A Common Operating Picture Framework Leveraging Data Fusion and Deep Learning
Ben Ortiz
David Lindenbaum
Joseph Nassar
Brendan Lammers
J. Wahl
Robert Mangum
Margaret Smith
Marc Bosch
56
0
0
16 Jan 2020
ShapeVis: High-dimensional Data Visualization at Scale
ShapeVis: High-dimensional Data Visualization at ScaleThe Web Conference (WWW), 2020
Nupur Kumari
R. Siddarth
Akash Rupela
Piyush B. Gupta
Balaji Krishnamurthy
157
4
0
15 Jan 2020
Multi-Objective Genetic Programming for Manifold Learning: Balancing
  Quality and Dimensionality
Multi-Objective Genetic Programming for Manifold Learning: Balancing Quality and DimensionalityGenetic Programming and Evolvable Machines (GPEM), 2020
Andrew Lensen
Mengjie Zhang
Bing Xue
77
16
0
05 Jan 2020
Can x2vec Save Lives? Integrating Graph and Language Embeddings for
  Automatic Mental Health Classification
Can x2vec Save Lives? Integrating Graph and Language Embeddings for Automatic Mental Health Classification
Alex Ruch
179
6
0
04 Jan 2020
DeepBeat: A multi-task deep learning approach to assess signal quality
  and arrhythmia detection in wearable devices
DeepBeat: A multi-task deep learning approach to assess signal quality and arrhythmia detection in wearable devices
J. Soto
Euan A. Ashley
123
8
0
01 Jan 2020
Finding and Removing Clever Hans: Using Explanation Methods to Debug and
  Improve Deep Models
Finding and Removing Clever Hans: Using Explanation Methods to Debug and Improve Deep Models
Christopher J. Anders
Talmaj Marinc
David Neumann
Wojciech Samek
K. Müller
Sebastian Lapuschkin
AAML
215
20
0
22 Dec 2019
Unsupervised Representation Learning by Predicting Random Distances
Unsupervised Representation Learning by Predicting Random DistancesInternational Joint Conference on Artificial Intelligence (IJCAI), 2019
Hu Wang
Guansong Pang
Chunhua Shen
Congbo Ma
OODSSL
104
85
0
22 Dec 2019
Analysing Deep Reinforcement Learning Agents Trained with Domain
  Randomisation
Analysing Deep Reinforcement Learning Agents Trained with Domain Randomisation
Tianhong Dai
Kai Arulkumaran
Tamara Gerbert
Samyakh Tukra
Feryal M. P. Behbahani
Anil Anthony Bharath
186
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0
18 Dec 2019
Capsule Attention for Multimodal EEG-EOG Representation Learning with
  Application to Driver Vigilance Estimation
Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance EstimationIEEE transactions on neural systems and rehabilitation engineering (TNSRE), 2019
Guangyi Zhang
Ali Etemad
245
61
0
17 Dec 2019
Learning Malware Representation based on Execution Sequences
Yi-Ting Huang
Ting Chen
Yeali S. Sun
Meng Chang Chen
79
4
0
16 Dec 2019
Two Way Adversarial Unsupervised Word Translation
Two Way Adversarial Unsupervised Word Translation
Blaine Cole
GAN
50
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Embedding Comparator: Visualizing Differences in Global Structure and
  Local Neighborhoods via Small Multiples
Embedding Comparator: Visualizing Differences in Global Structure and Local Neighborhoods via Small MultiplesInternational Conference on Intelligent User Interfaces (IUI), 2019
Angie Boggust
Brandon Carter
Arvind Satyanarayan
223
72
0
10 Dec 2019
Self Organizing Nebulous Growths for Robust and Incremental Data
  Visualization
Self Organizing Nebulous Growths for Robust and Incremental Data VisualizationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019
Damith A. Senanayake
Wei Wang
S. Naik
Saman K. Halgamuge
AI4TS
109
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Mixing autoencoder with classifier: conceptual data visualization
Mixing autoencoder with classifier: conceptual data visualizationIEEE Access (IEEE Access), 2019
P. Hartono
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60
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Stable Visual Summaries for Trajectory Collections
Stable Visual Summaries for Trajectory CollectionsIEEE Pacific Visualization Symposium (PacificVis), 2019
Jules Wulms
J. Buchmüller
Wouter Meulemans
Kevin Verbeek
Bettina Speckmann
82
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0
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Event detection in Colombian security Twitter news using fine-grained
  latent topic analysis
Event detection in Colombian security Twitter news using fine-grained latent topic analysis
Santiago Acevedo-Mancera
N. Parra-A
Jorge E. Camargo
Herbert Vinck-Posada
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0
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Self-supervised representation learning from electroencephalography
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Self-supervised representation learning from electroencephalography signalsInternational Workshop on Machine Learning for Signal Processing (MLSP), 2019
Hubert J. Banville
Isabela Albuquerque
Aapo Hyvarinen
G. Moffat
Denis A. Engemann
Alexandre Gramfort
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116
67
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ZiMM: a deep learning model for long term and blurry relapses with
  non-clinical claims data
ZiMM: a deep learning model for long term and blurry relapses with non-clinical claims data
A. Kabeshova
Yiyang Yu
Bertrand Lukacs
Emmanuel Bacry
Stéphane Gaïffas
VLMMedIm
116
2
0
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AMPL: A Data-Driven Modeling Pipeline for Drug Discovery
AMPL: A Data-Driven Modeling Pipeline for Drug DiscoveryJournal of Chemical Information and Modeling (JCIM), 2019
Amanda J. Minnich
K. McLoughlin
Margaret J. Tse
Jason Deng
Andrew Weber
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Bharath Ramsundar
T. Rush
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145
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Deep Generative Models Strike Back! Improving Understanding and
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John Just
Sambuddha Ghosal
DiffMDRL
135
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Hyper-SAGNN: a self-attention based graph neural network for hypergraphs
Hyper-SAGNN: a self-attention based graph neural network for hypergraphsInternational Conference on Learning Representations (ICLR), 2019
Ruochi Zhang
Yuesong Zou
Jian Ma
GNN
222
214
0
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Self-attention for raw optical Satellite Time Series Classification
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M. Rußwurm
Marco Körner
AI4TS
221
298
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Unsupervised Videographic Analysis of Rodent Behaviour
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Anthony Bourached
P. Nachev
119
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LEt-SNE: A Hybrid Approach To Data Embedding and Visualization of
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LEt-SNE: A Hybrid Approach To Data Embedding and Visualization of Hyperspectral ImageryIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019
Megh Shukla
Biplab Banerjee
K. Buddhiraju
52
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Mixture-of-Experts Variational Autoencoder for Clustering and Generating
  from Similarity-Based Representations on Single Cell Data
Mixture-of-Experts Variational Autoencoder for Clustering and Generating from Similarity-Based Representations on Single Cell DataInternational Conference on Learning Representations (ICLR), 2019
Andreas Kopf
Vincent Fortuin
Vignesh Ram Somnath
Manfred Claassen
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150
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Would a File by Any Other Name Seem as Malicious?
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Aaron Sant-Miller
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FastEstimator: A Deep Learning Library for Fast Prototyping and
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Correlation of Auroral Dynamics and GNSS Scintillation with an
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