Comments (7)
@dkobak I am now working on a project to extend the scope of t-SNE application. When the manuscript is ready, I'll share with you.
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@dkobak @linqiaozhi I post a manuscript in biorxiv which shows an application of t-SNE to infer 3D cell spatial organizations based on scRNA-seq data (https://t.co/AmLzVHkomp?amp=1). I wrote the code with Matlab. But a faster tool is needed to handle larger numbers of cells. Welcome to give your comments.
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Good question; we discussed it a bit here.
At this time, we are not planning on supporting 3-dimensional embedding. Our interpolation scheme would work for 3 dimensions, and still be O(N), but it the constant would be worse (i.e. many more interpolation nodes would be required). We have not tried it, so we do not have any benchmarks.
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3D embeddings are good for only one purpose: to create spinning and "fly-through" animations for public talks :-)
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@dkobak It's true for visualization. But the applications of tSNE should not be limited to visualization. It belongs to the wide field of dimensionality reduction.
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@renxwise Hmm. Can you give me any example of tSNE meaningfully/successfully used not for visualisation?
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Yes, please do post a link here once it's ready. Sounds interesting.
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Related Issues (20)
- Passing perplexity_list in R? HOT 1
- dyld: Library not loaded: @rpath/libfftw3.3.dylib with conda FFTW HOT 4
- Confusing instructions for Windows installation HOT 1
- Always get an error about version when using this in SEURAT 3.1.5 HOT 3
- Using no AVX instructions HOT 5
- Installation error in OSX HOT 1
- Error in pip install fitsne HOT 9
- Could not run in Google Colab HOT 1
- need to require rsvd package in R wrapper HOT 3
- Is the PyPI version up to date? HOT 3
- Memory Allocation Failed - Large Datasets HOT 7
- FFT supports only 2 components
- results file (results_date_seed-.dat) is not created HOT 3
- compile fitsne error HOT 3
- Segmentation fault sometime
- Windows installation - HOT 1
- Windows executable for Version 1.2.0 not compiling HOT 5
- How to install KlugerLab / FIt-SNE for Seurat usage in Windows 10 system
- Recommended Parameters for > 3 million cells HOT 8
- Error while compiling FIt-SNE v1.1.0 or 1.0.0 solved Fedora 31 5.6.8-200 while using with Seurat 3.1 HOT 9
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