Better Mini-Batch Algorithms via Accelerated Gradient Methods.
Andrew CotterOhad ShamirNati SrebroKarthik SridharanPublished in: NIPS (2011)
Keyphrases
- computational cost
- significant improvement
- machine learning methods
- computer vision algorithms
- benchmark datasets
- methods require
- algorithms require
- computationally efficient
- methods outperform
- computationally complex
- theoretical analysis
- synthetic and real data sets
- computationally expensive
- search methods
- parameter settings
- optimization methods
- synthetic and real datasets
- learning algorithm
- problems in computer vision
- heuristic methods
- data mining techniques
- evolutionary algorithm
- complexity analysis
- mathematical models
- evaluation measures
- machine learning algorithms
- theoretical guarantees
- online algorithms
- experimental comparison
- social networks
- computationally demanding
- neural network