Tackling the widespread and critical impact of batch effects in high-throughput data JT Leek, RB Scharpf, HC Bravo, D Simcha, B Langmead, WE Johnson, ... Nature Reviews Genetics 11 (10), 733-739, 2010 | 2216 | 2010 |
Accelerating large-scale inference with anisotropic vector quantization R Guo, P Sun, E Lindgren, Q Geng, D Simcha, F Chern, S Kumar International Conference on Machine Learning, 3887-3896, 2020 | 434 | 2020 |
Quantization based fast inner product search R Guo, S Kumar, K Choromanski, D Simcha Artificial intelligence and statistics, 482-490, 2016 | 128 | 2016 |
Multiscale quantization for fast similarity search X Wu, R Guo, AT Suresh, S Kumar, DN Holtmann-Rice, D Simcha, F Yu Advances in neural information processing systems 30, 2017 | 84 | 2017 |
The limits of de novo DNA motif discovery D Simcha, ND Price, D Geman PloS one 7 (11), e47836, 2012 | 39 | 2012 |
Roles of DNA polymerase I in leading and lagging-strand replication defined by a high-resolution mutation footprint of ColE1 plasmid replication JM Allen, DM Simcha, NG Ericson, DL Alexander, JT Marquette, ... Nucleic acids research 39 (16), 7020-7033, 2011 | 32 | 2011 |
Scaling hierarchical agglomerative clustering to billion-sized datasets B Sumengen, A Rajagopalan, G Citovsky, D Simcha, O Bachem, P Mitra, ... arXiv preprint arXiv:2105.11653, 2021 | 20 | 2021 |
Fast classification with binary prototypes K Zhong, R Guo, S Kumar, B Yan, D Simcha, I Dhillon Artificial intelligence and statistics, 1255-1263, 2017 | 20 | 2017 |
Efficient inner product approximation in hybrid spaces X Wu, R Guo, D Simcha, D Dopson, S Kumar arXiv preprint arXiv:1903.08690, 2019 | 12 | 2019 |
Quantization-based fast inner product search R Guo, S Kumar, KM Choromanski, DM Simcha US Patent 10,255,323, 2019 | 10 | 2019 |
Identification of direction in gene networks from expression and methylation DM Simcha, L Younes, MJ Aryee, D Geman BMC systems biology 7, 1-15, 2013 | 9 | 2013 |
Efficient inner product operations X Wu, D Dopson, DM Simcha, S Kumar, R Guo US Patent 11,392,596, 2022 | 8 | 2022 |
Exemplar-based large vocabulary speech recognition using k-nearest neighbors Y Xu, O Siohan, D Simcha, S Kumar, H Liao 2015 IEEE International Conference on Acoustics, Speech and Signal …, 2015 | 8 | 2015 |
Context specific transcription factor prediction E Yang, D Simcha, RR Almon, DC Dubois, WJ Jusko, IP Androulakis Annals of biomedical engineering 35, 1053-1067, 2007 | 8 | 2007 |
SOAR: improved indexing for approximate nearest neighbor search P Sun, D Simcha, D Dopson, R Guo, S Kumar Advances in Neural Information Processing Systems 36, 2024 | 6 | 2024 |
Big Data D Zhang, MHJ Sidik Artificial Intelligence, and Financial Literacy: Exploring their Combined …, 2024 | 6 | 2024 |
Local orthogonal decomposition for maximum inner product search X Wu, R Guo, S Kumar, D Simcha arXiv preprint arXiv:1903.10391, 2019 | 4 | 2019 |
New loss functions for fast maximum inner product search R Guo, Q Geng, D Simcha, F Chern, P Sun, S Kumar | 4 | 2019 |
Statistical learning applied to transcriptional regulation in small N, large D domains DM Simcha The Johns Hopkins University, 2013 | 2 | 2013 |
Systems and Methods for Weighted Quantization R Guo, D Simcha, Q Geng, F Chern, S Kumar, X Wu US Patent App. 18/456,688, 2024 | | 2024 |