Encoded distributed optimization

By Can Bülent Karakus, Yifan Sun, Suhas N. Diggavi. 2017

53 citations recorded by the source corpus.

Subfields: Artificial Intelligence, Computational Mechanics, Computer Networks and Communications

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Artificial Intelligence

1. Suhas N. Diggavi
2. Gauri Joshi
3. Can Bülent Karakus
4. Yifan Sun
5. Ankur Mallick
6. Malhar Chaudhari
7. Wotao Yin
8. Deepesh Data

In Computational Mechanics

1. Suhas N. Diggavi
2. Gauri Joshi
3. Yifan Sun
4. Can Bülent Karakus
5. Wotao Yin
6. Deepesh Data
7. Yin Zhang
8. Linqi Song

In Computer Networks and Communications

1. Gauri Joshi
2. Ankur Mallick
3. Malhar Chaudhari
4. Suhas N. Diggavi
5. Wotao Yin
6. Can Bülent Karakus
7. Yifan Sun
8. Ali H. Sayed

Citations in the corpus

• Straggler Mitigation in Distributed Optimization Through Data Encoding (2017, background): “, LASSO; or constrained optimization minw∈C ‖Xw − y‖(2) (see [11]); as well as other first-order algorithms used for such problems, e.”
• Rateless codes for near-perfect load balancing in distributed matrix-vector multiplication (2018, background): “It entails considerable centralized control over the computing environment, which may not be feasible in cloud systems where the nodes can unpredictably slow down due to background processes,”