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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.

169,051 papers · 148 categories

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2 results for z-normalization

LSTM-FCN and ALSTM-FCN improve time series classification performance.

problem Improving time series classification performance.
method Ablation tests on LSTM-FCN and ALSTM-FCN, comparing z-normalizing techniques, dimension shuffle impact, and GRU replacement.
result LSTM and FCN blocks perform better together, and z-normalizing the whole dataset is more effective.

New algorithms for efficient matrix profile computation using various Euclidean distances.

problem Efficiently computing matrix profile for all-pairs-similarity search on time series.
method Proposed AAMP, ACAMP, and extended algorithms for p-norm distance.
result AAMP and ACAMP algorithms outperform existing methods for specific Euclidean distances.