Research
On-device research index

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.

168,786 papers · 148 categories

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2 results for “tsml”
TSML (Time Series Machine Learnng)cs.LG

TSML tackles anomaly detection and pattern discovery in industrial time series data.

problem Extracting and exploiting information from large industrial data to reduce downtimes and manufacturing errors.
method TSML uses a pipeline of lightweight filters to process industrial time series data in parallel.
result TSML effectively detects anomalies and discovers patterns in industrial time series data.
time series machine learningindustrial automationsensor networksanomaly detectionpattern discovery
2020-05-27abs ↗pdf ↗
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiencycs.LG

sktime toolkit benchmarks time series classification algorithms for correctness and efficiency.

problem Benchmarking correctness and efficiency of time series classification algorithms.
method Implementation and comparison of six classifiers in sktime with their tsml equivalents.
result Significant differences in accuracy and efficiency between algorithms, with one causing debugging issues.
time series classificationsktime toolkittsmlcorrectnessefficiency
2019-09-12abs ↗pdf ↗