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← Optimization & Theory
Machine Learning
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Optimization & Theory
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Optimization
14,207 papers
Papers per year
2001: 10
2002: 9
2003: 16
2004: 6
2005: 16
2006: 58
2007: 67
2008: 72
2009: 84
2010: 106
2011: 132
2012: 164
2013: 333
2014: 295
2015: 310
2016: 380
2017: 509
2018: 669
2019: 1072
2020: 1217
2021: 1489
2022: 1470
2023: 1746
2024: 1819
2025: 1567
2026: 591
Papers
Low-Rank Doubly Stochastic Matrix Decomposition for Cluster Analysis
JMLR 2016
A New Algorithm and Theory for Penalized Regression-based Clustering
JMLR 2016
On the Influence of Momentum Acceleration on Online Learning
JMLR 2016
Data-driven Rank Breaking for Efficient Rank Aggregation
JMLR 2016
Optimal Learning Rates for Localized SVMs
JMLR 2016
Mutual Information Based Matching for Causal Inference with Observational Data
JMLR 2016
Modelling Interactions in High-dimensional Data with Backtracking
JMLR 2016
A Statistical Perspective on Randomized Sketching for Ordinary Least-Squares
JMLR 2016
Newton-Stein Method: An Optimization Method for GLMs via Stein's Lemma
JMLR 2016
Approximate Newton Methods for Policy Search in Markov Decision Processes
JMLR 2016
Linear Convergence of Randomized Feasible Descent Methods Under the Weak Strong Convexity Assumption
JMLR 2016
A Practical Scheme and Fast Algorithm to Tune the Lasso With Optimality Guarantees
JMLR 2016
Using Kernel Methods and Model Selection for Prediction of Preterm Birth
MLHC 2016
gLOP: the global and Local Penalty for Capturing Predictive Heterogeneity
MLHC 2016
Altruistic Scheduling in Multi-Resource Clusters
OSDI 2016
Firmament: Fast, Centralized Cluster Scheduling at Scale
OSDI 2016
Incremental Consistency Guarantees for Replicated Objects
OSDI 2016
FaSST: Fast, Scalable and Simple Distributed Transactions with Two-Sided (RDMA) Datagram RPCs
OSDI 2016
CLARINET: WAN-Aware Optimization for Analytics Queries
OSDI 2016
Non-Intrusive Performance Profiling for Entire Software Stacks Based on the Flow Reconstruction Principle
OSDI 2016
Bayesian Networks: a Combined Tuning Heuristic
PGM 2016
Causal Discovery from Subsampled Time Series Data by Constraint Optimization
PGM 2016
A Hybrid Causal Search Algorithm for Latent Variable Models
PGM 2016
Scalable MAP inference in Bayesian networks based on a Map-Reduce approach
PGM 2016
Closed Loop Control of a Tethered Magnetic Capsule Endoscope
RSS 2016
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