Tabular Data: Deep Learning is Not All You Need

6 June 2021

Papers citing "Tabular Data: Deep Learning is Not All You Need"

13 / 113 papers shown

Title
Machine learning using longitudinal prescription and medical claims for the detection of nonalcoholic steatohepatitis (NASH) Ozge Yasar Patrick Long Brett Harder Hanna Marshall S. Bhasin ... M. DeLegge S. Roy O. Doyle Nadea Leavitt J. Rigg 8 10 0 07 Mar 2022
Hybrid Deep Learning Model using SPCAGAN Augmentation for Insider Threat Analysis Gayathri R.G. Atul Sajjanhar Yong Xiang AAML 18 8 0 06 Mar 2022
Benchmarking missing-values approaches for predictive models on health databases Alexandre Perez-Lebel Gaël Varoquaux Marine Le Morvan Julie Josse J B Poline AI4TS 31 35 0 17 Feb 2022
Gradient boosting machines and careful pre-processing work best: ASHRAE Great Energy Predictor III lessons learned Clayton Miller Liu Hao Chunlei Fu AI4CE 34 6 0 07 Feb 2022
Bi-Discriminator Class-Conditional Tabular GAN Mohammad Esmaeilpour Nourhene Chaalia Adel Abusitta François-Xavier Devailly Wissem Maazoun P. Cardinal 18 12 0 12 Nov 2021
Counterfactual Shapley Additive Explanations Emanuele Albini Jason Long Danial Dervovic Daniele Magazzeni 28 49 0 27 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 49 650 0 05 Oct 2021
Simple Modifications to Improve Tabular Neural Networks J. Fiedler LMTD 91 19 0 06 Aug 2021
FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches Angelos Chatzimparmpas Rafael M. Martins Kostiantyn Kucher Andreas Kerren 37 22 0 26 Mar 2021
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar Karnin ViT LMTD 157 420 0 11 Dec 2020
Sequential Training of Neural Networks with Gradient Boosting S. Emami Gonzalo Martýnez-Muñoz ODL 21 19 0 26 Sep 2019
Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data Sergei Popov S. Morozov Artem Babenko LMTD 93 297 0 13 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 304 7,005 0 20 Apr 2018