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The question of answering queries over ML predictions has been gaining attention in the database community.
Scaling Video Analytics on Constrained Edge Nodes
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A Survey of Techniques for Fixed Radius near Neighbor Searching
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The complexity of finding fixed-radius near neighbors
Jon L. Bentley, Donald F. Stanat, and E.Hollins Williams. 1977 · 1977
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Possible-world semantics for autoepistemic logic
Robert C Moore. 1984 · 1984
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Probability: An Introduction
Geoffrey R. Grimmett. 1986 · 1986
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Cancer prevention through health promotion. Defining the role of physicians in public health
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Missed opportunities for prevention in general internal medicine
R Brull, W A Ghali, and H Quan. 1999 · 1999
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Approximate Selection with Guarantees using Proxies
Daniel Kang, Edward Gan, Peter Bailis, Tatsunori Hashimoto, and Matei Zaharia. 2020 · 2003
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Top-k Query Evaluation with Probabilistic Guarantees. In (e)Proceedings of the Thirtieth International Conference on Very Large Data Bases, VLDB 2004, Toronto, Canada, August 31 - September 3 2004 , Mario A. Nascimento, M. Tamer Özsu, Donald Kossmann, Renée J. Miller, José A. Blakeley, and K. Bernhard Schiefer (Eds.). Morgan Kaufmann, 648–659
Martin Theobald, Gerhard Weikum, and Ralf Schenkel. 2004 · 2004
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Time allocation in primary care office visits
Ming Tai-Seale, Thomas G McGuire, and Weimin Zhang. 2007 · 2007
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The Pascal Visual Object Classes (VOC) Challenge
Mark Everingham, Luc Van Gool, Christopher K. I. Williams, John Winn, and Andrew Zisserman. 2010 · 2010
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Stochastic Orders in Reliability
N. Unnikrishnan Nair, P. G. Sankaran, and N. Balakrishnan. 2013 · 2013
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Microsoft COCO: Common Objects in Context. In Computer Vision – ECCV 2014 , David Fleet, Tomas Pajdla, Bernt Schiele, and Tinne Tuytelaars (Eds.). Springer International Publishing, Cham, 740–755
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C. Lawrence Zitnick. 2014 · 2014
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Similarity in Patient Support Forums Using TF-IDF and Cosine Similarity Metrics. In 2015 International Conference on Healthcare Informatics . 521–522
Mohammad Alodadi and Vandana P. Janeja. 2015 · 2015
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Deep Residual Learning for Image Recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2015 · 2015
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Deep Quantization Network for Efficient Image Retrieval. In Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence (Phoenix, Arizona) (AAAI’16) . AAAI Press, 3457–3463
Yue Cao, Mingsheng Long, Jianmin Wang, Han Zhu, and Qingfu Wen. 2016 · 2016
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Doctor AI: Predicting Clinical Events via Recurrent Neural Networks
Edward Choi, Mohammad Taha Bahadori, Andy Schuetz, Walter F. Stewart, and Jimeng Sun. 2016 · 2016
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Content based image retrieval using query by approximate shape. In 2016 Federated Conference on Computer Science and Information Systems (FedCSIS) . 807–816
Stanislaw Deniziak and Tomasz Michno. 2016 · 2016
Cited alongside, same era.
MIMIC-III, a freely accessible critical care database
Alistair E. W. Johnson, Tom J. Pollard, Lu Shen, Li-wei H. Lehman, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G. Mark. 2016 · 2016
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Cosine similarity to determine similarity measure: Study case in online essay assessment. In 2016 4th International Conference on Cyber and IT Service Management . 1–6
Alfirna Rizqi Lahitani, Adhistya Erna Permanasari, and Noor Akhmad Setiawan. 2016 · 2016
Cited alongside, same era.
You Only Look Once: Unified, Real-Time Object Detection
Joseph Redmon, Santosh Divvala, Ross Girshick, and Ali Farhadi. 2016 · 2016
Cited alongside, same era.
High-Dimensional Probability: An Introduction with Applications in Data Science
Roman Vershynin. 2018 · 2018
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Machine Learning at Microsoft with ML.NET. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, KDD 2019, Anchorage, AK, USA, August 4-8, 2019 , Ankur Teredesai, Vipin Kumar, Ying Li, Rómer Rosales, Evimaria Terzi, and George Karypis (Eds.). ACM, 2448–2458
Zeeshan Ahmed, Saeed Amizadeh, Mikhail Bilenko, Rogan Carr, Wei-Sheng Chin, Yael Dekel, Xavier Dupré, Vadim Eksarevskiy, Senja Filipi, Tom Finley, Abhishek Goswami, Monte Hoover, Scott Inglis, Matteo Interlandi, Najeeb Kazmi, Gleb Krivosheev, Pete Luferenko, Ivan Matantsev, Sergiy Matusevych, Shahab Moradi, Gani Nazirov, Justin Ormont, Gal Oshri, Artidoro Pagnoni, Jignesh Parmar, Prabhat Roy, Mohammad Zeeshan Siddiqui, Markus Weimer, Shauheen Zahirazami, and Yiwen Zhu. 2019 · 2019
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Physical Representation-Based Predicate Optimization for a Visual Analytics Database. In 35th IEEE International Conference on Data Engineering, ICDE 2019, Macao, China, April 8-11, 2019 . 1466–1477
Michael R. Anderson, Michael J. Cafarella, German Ros, and Thomas F. Wenisch. 2019 · 2019
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Joseph Redmon and Ali Farhadi. 2016 · 2016
Cited alongside, same era.
Adaptive Neural Networks for Efficient Inference. In Proceedings of the 34th International Conference on Machine Learning, ICML 2017, Sydney, NSW, Australia, 6-11 August 2017 (Proceedings of Machine Learning Research) , Doina Precup and Yee Whye Teh (Eds.), Vol. 70. PMLR, 527–536
Tolga Bolukbasi, Joseph Wang, Ofer Dekel, and Venkatesh Saligrama. 2017 · 2017
Cited alongside, same era.
Clipper: A Low-Latency Online Prediction Serving System. In 14th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2017, Boston, MA, USA, March 27-29, 2017 , Aditya Akella and Jon Howell (Eds.). USENIX Association, 613–627
Daniel Crankshaw, Xin Wang, Giulio Zhou, Michael J. Franklin, Joseph E. Gonzalez, and Ion Stoica. 2017 · 2017
Cited alongside, same era.
Kaiming He, Georgia Gkioxari, Piotr Dollár, and Ross B. Girshick. 2017 · 2017
Cited alongside, same era.
NoScope: Optimizing Deep CNN-Based Queries over Video Streams at Scale
Daniel Kang, John Emmons, Firas Abuzaid, Peter Bailis, and Matei Zaharia. 2017 · 2017
Cited alongside, same era.
SIFT Meets CNN: A Decade Survey of Instance Retrieval
Liang Zheng, Yi Yang, and Qi Tian. 2018 · 2017
Cited alongside, same era.
A simple and fast method for computing the Poisson binomial distribution function
William Biscarri, Sihai Dave Zhao, and Robert J. Brunner. 2018 · 2018
Cited alongside, same era.
TVM: An Automated End-to-End Optimizing Compiler for Deep Learning. In 13th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2018, Carlsbad, CA, USA, October 8-10, 2018 , Andrea C. Arpaci-Dusseau and Geoff Voelker (Eds.). USENIX Association, 578–594
Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Q. Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, and Arvind Krishnamurthy. 2018 · 2018
Cited alongside, same era.
Multi-Label Image Recognition With Graph Convolutional Networks. In 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) . 5172–5181
Zhao-Min Chen, Xiu-Shen Wei, Peng Wang, and Yanwen Guo. 2019 · 2019
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Extending Relational Query Processing with ML Inference. In 10th Conference on Innovative Data Systems Research, CIDR 2020, Amsterdam, The Netherlands, January 12-15, 2020, Online Proceedings . www.cidrdb.org
Konstantinos Karanasos, Matteo Interlandi, Fotis Psallidas, Rathijit Sen, Kwanghyun Park, Ivan Popivanov, Doris Xin, Supun Nakandala, Subru Krishnan, Markus Weimer, Yuan Yu, Raghu Ramakrishnan, and Carlo Curino. 2020 · 2020
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BEHRT: Transformer for Electronic Health Records
Yikuan Li, Shishir Rao, JoséRoberto Ayala Solares, Abdelaali Hassaine, Rema Ramakrishnan, Dexter Canoy, Yajie Zhu, Kazem Rahimi, and Gholamreza Salimi-Khorshidi. 2020 · 2020
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An Extensive Investigation of Machine Learning Techniques for Sleep Apnea Screening. In CIKM ’20: The 29th ACM International Conference on Information and Knowledge Management, Virtual Event, Ireland, October 19-23, 2020 . 2709–2716
Jose F. Rodrigues, Jean Louis Pépin, Lorraine Goeuriot, and Sihem Amer-Yahia. 2020 · 2020
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LIG-Doctor: Efficient patient trajectory prediction using bidirectional minimal gated-recurrent networks
Jose F. Rodrigues-Jr, Marco A. Gutierrez, Gabriel Spadon, Bruno Brandoli, and Sihem Amer-Yahia. 2021 · 2020
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Database Meets Artificial Intelligence: A Survey
Xuanhe Zhou, Chengliang Chai, Guoliang Li, and JI SUN. 2020 · 2020
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A Generalized Approach for Reducing Expensive Distance Calls for A Broad Class of Proximity Problems. In Proceedings of the 2021 International Conference on Management of Data (Virtual Event, China) (SIGMOD ’21) . Association for Computing Machinery, New York, NY, USA, 142–154
Jees Augustine, Suraj Shetiya, Mohammadreza Esfandiari, Senjuti Basu Roy, and Gautam Das. 2021 · 2021
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Deep Image Retrieval: A Survey
Wei Chen, Yu Liu, Weiping Wang, Erwin Bakker, Theodoros Georgiou, Paul Fieguth, Li Liu, and Michael S. Lew. 2021 · 2021
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Efficiently Answering Durability Prediction Queries. In SIGMOD ’21: International Conference on Management of Data, Virtual Event, China, June 20-25, 2021 . 591–604
Junyang Gao, Yifan Xu, Pankaj K. Agarwal, and Jun Yang. 2021 · 2021
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LIG-Doctor: Efficient patient trajectory prediction using bidirectional minimal gated-recurrent networks
José F. Rodrigues Jr., Marco Antonio Gutierrez, Gabriel Spadon, Bruno Brandoli, and Sihem Amer-Yahia. 2021 · 2021
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Top-K Deep Video Analytics: A Probabilistic Approach. In Proceedings of the 2021 International Conference on Management of Data (Virtual Event, China) (SIGMOD ’21) . Association for Computing Machinery, New York, NY, USA, 1037–1050
Ziliang Lai, Chenxia Han, Chris Liu, Pengfei Zhang, Eric Lo, and Ben Kao. 2021 · 2021
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On Efficient Approximate Queries over Machine Learning Models (Full Version)
Dujian Ding, Sihem Amer-Yahia, and Laks VS Lakshmanan. 2022 · 2022
Closest in time.
Optimizing Machine Learning Inference Queries with Correlative Proxy Models
Zhihui Yang, Zuozhi Wang, Yicong Huang, Yao Lu, Chen Li, and X. Sean Wang. 2022 · 2044
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