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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

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2 results for “MBGD-RDA”

MBGD-RDA Training and Rule Pruning for Concise TSK Fuzzy Regression Modelscs.LG

Improved TSK fuzzy regression models with MBGD-RDA and rule pruning.

problem Training and optimizing TSK fuzzy systems for regression tasks.

method MBGD-RDA algorithm with rule pruning for TSK fuzzy systems.

result Proposed MBGD-RDA variants and rule pruning improve performance and flexibility.

TSK fuzzy systems regression fuzzy modeling rule pruning MBGD-RDA

2020-03-01abs ↗pdf ↗

Optimize TSK Fuzzy Systems for Regression Problems: Mini-Batch Gradient Descent with Regularization, DropRule and AdaBound (MBGD-RDA)cs.LG

Takagi-Sugeno-Kang (TSK) fuzzy systems are very useful machine learning models for regression problems. However, to our knowledge, there has not existed an efficient and effective training algorithm that ensures their generalization performance, and also enables them to deal with big data. Inspired by the connections b…

2019-03-26abs ↗pdf ↗