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11th CIDR 2021: Virtual Event
- 11th Conference on Innovative Data Systems Research, CIDR 2021, Virtual Event, January 11-15, 2021, Online Proceedings. www.cidrdb.org 2021
Session 1: Query Optimization
- Axel Hertzschuch, Claudio Hartmann, Dirk Habich, Wolfgang Lehner:
Simplicity Done Right for Join Ordering. - Mengsu Ding, Shimin Chen, Nantia Makrynioti, Stefan Manegold:
Progressive Join Algorithms Considering User Preference. - Panagiotis Sioulas, Viktor Sanca, Ioannis Mytilinis, Anastasia Ailamaki:
Accelerating Complex Analytics using Speculation.
Session 2: Blockchain and Transactions
- Felix Martin Schuhknecht, Ankur Sharma, Jens Dittrich, Divya Agrawal:
chainifyDB: How to get rid of your Blockchain and use your DBMS instead. - Shuaicheng Ma, Tamraparni Dasu, Yaron Kanza, Divesh Srivastava, Li Xiong:
Fraud Buster: Tracking IRSF Using Blockchain While Protecting Business Confidentiality. - Adnan Alhomssi, Viktor Leis:
Contention and Space Management in B-Trees.
Session 3: Data Analytics
- Stefan Hagedorn, Steffen Kläbe, Kai-Uwe Sattler:
Putting Pandas in a Box. - Alekh Jindal, K. Venkatesh Emani, Maureen Daum, Olga Poppe, Brandon Haynes, Anna Pavlenko, Ayushi Gupta, Karthik Ramachandra, Carlo Curino, Andreas Müller, Wentao Wu, Hiren Patel:
Magpie: Python at Speed and Scale using Cloud Backends. - Sajjadur Rahman, Peter Griggs, Çagatay Demiralp:
Leam: An Interactive System for In-situ Visual Text Analysis.
Session 4: New Database Engines
- Tiemo Bang, Norman May, Ilia Petrov, Carsten Binnig:
AnyDB: An Architecture-less DBMS for Any Workload. - John Paparrizos, Chunwei Liu, Bruno Barbarioli, Johnny Hwang, Ikraduya Edian, Aaron J. Elmore, Michael J. Franklin, Sanjay Krishnan:
VergeDB: A Database for IoT Analytics on Edge Devices. - Michal Wawrzoniak, Ingo Müller, Gustavo Alonso, Rodrigo Bruno:
Boxer: Data Analytics on Network-enabled Serverless Platforms.
Session 5: (Semi)-Supervised Learning
- Laurel J. Orr, Megan Leszczynski, Neel Guha, Sen Wu, Simran Arora, Xiao Ling, Christopher Ré:
Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation. - Mohammad Mahdavi, Ziawasch Abedjan:
Semi-Supervised Data Cleaning with Raha and Baran. - Qingzhi Ma, Ali Mohammadi Shanghooshabad, Mehrdad Almasi, Meghdad Kurmanji, Peter Triantafillou:
Learned Approximate Query Processing: Make it Light, Accurate and Fast.
Keynote 1
- Benoît Dageville:
Snowflake Data Cloud. CIDR 2021
Session 6: Trends and New Directions
- Alvin Cheung, Natacha Crooks, Joseph M. Hellerstein, Mae Milano:
New Directions in Cloud Programming. - Matei Zaharia, Ali Ghodsi, Reynold Xin, Michael Armbrust:
Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics. - Fiodar Kazhamiaka, Matei Zaharia, Peter Bailis:
Challenges and Opportunities for Autonomous Vehicle Query Systems.
Gong Show
- Utku Sirin, Sandhya Dwarkadas, Anastasia Ailamaki:
Interference-aware Micro-architectural Resource Manager for Hybrid Workloads. - Maximilian Kuschewski, Viktor Leis:
White-Box OLAP Performance Modeling for the Cloud. - Tarikul Islam Papon, Manos Athanassoulis:
The Need for a New I/O Model. - Jia Zou:
Using Deep Learning Models to Replace Large Materialized Views in Relational Database. - Saeed Kargar, Faisal Nawab:
Hamming Tree: The Case for Memory-Aware Bit Flipping Reduction for NVM Indexing. - Stephen Macke:
Automating State Management in Computational Notebooks. - Suman Karumuri, Franco Solleza, Stan Zdonik, Nesime Tatbul:
Cloud Observability: A MELTing Pot for Petabytes of Heterogenous Time Series. - El Kindi Rezig:
Data Cleaning in the Era of Data Science: Challenges and Opportunities. - Poonam Kumari, Mike Brachmann, Su Feng, Oliver Kennedy, Boris Glavic:
DataSense: Display-Agnostic Data Documentation. - Devin Petersohn:
Scaling Data Science does not mean Scaling Machines. - Daniel Kang:
Accelerating Queries over Unstructured Data with ML.
Session 7: Data Structures
- Eleni Tzirita Zacharatou, Andreas Kipf, Ibrahim Sabek, Varun Pandey, Harish Doraiswamy, Volker Markl:
The Case for Distance-Bounded Spatial Approximations. - Andrew Crotty:
Hist-Tree: Those Who Ignore It Are Doomed to Learn. - Ling Zhang, Matthew Butrovich, Tianyu Li, Andrew Pavlo, Yash Nannapaneni, John Rollinson, Huanchen Zhang, Ambarish Balakumar, Daniel Biales, Ziqi Dong, Emmanuel J. Eppinger, Jordi E. Gonzalez, Wan Shen Lim, Jianqiao Liu, Lin Ma, Prashanth Menon, Soumil Mukherjee, Tanuj Nayak, Amadou Ngom, Dong Niu, Deepayan Patra, Poojita Raj, Stephanie Wang, Wuwen Wang, Yao Yu, William Zhang:
Everything is a Transaction: Unifying Logical Concurrency Control and Physical Data Structure Maintenance in Database Management Systems.
Session 8: Privacy and Security
- Arvind Arasu, Raghav Kaushik, Donald Kossmann, Ravi Ramamurthy:
Integrity-based Attacks for Encrypted Databases and Implications. - Zheguang Zhao, Seny Kamara, Tarik Moataz, Stan Zdonik:
Encrypted Databases: From Theory to Systems. - Amol Deshpande:
Sypse: Privacy-first Data Management through Pseudonymization and Partitioning.
Keynote 2
- Kunle Olukotun:
"Let the Data Flow!". CIDR 2021
Session 9: Platforms for Machine Learning
- Arun Kumar, Supun Nakandala, Yuhao Zhang, Side Li, Advitya Gemawat, Kabir Nagrecha:
Cerebro: A Layered Data Platform for Scalable Deep Learning. - Leonel Aguilar Melgar, David Dao, Shaoduo Gan, Nezihe Merve Gürel, Nora Hollenstein, Jiawei Jiang, Bojan Karlas, Thomas Lemmin, Tian Li, Yang Li, Susie Xi Rao, Johannes Rausch, Cédric Renggli, Luka Rimanic, Maurice Weber, Shuai Zhang, Zhikuan Zhao, Kevin Schawinski, Wentao Wu, Ce Zhang:
Ease.ML: A Lifecycle Management System for Machine Learning. - Stefan Grafberger, Julia Stoyanovich, Sebastian Schelter:
Lightweight Inspection of Data Preprocessing in Native Machine Learning Pipelines.
Session 10: Storage and Performance
- Martin L. Kersten, Ying Zhang, Niels Nes, Panagiotis Koutsourakis:
Bridging the Chasm between Science and Reality. - Antonio Barbalace, Jaeyoung Do:
Computational Storage: Where Are We Today? - Raja Appuswamy, Vincent Joguin:
Universal Layout Emulation for Long-Term Database Archival.
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