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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.

168,742 papers · 148 categories

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3 results for “benthic macroinvertebrates”

Boosting rare benthic macroinvertebrates taxa identification with one-class classificationcs.CV

Deep CNNs struggle with rare taxa; one-class classifiers help identify them.

problem Efficiently identifying rare benthic macroinvertebrates in insect monitoring.

method Combining deep CNNs with one-class classifiers to identify rare taxa.

result The proposed approach can improve rare species identification, supporting automation.

benthic macroinvertebrates taxa identification one-class classification deep CNNs rare species

2020-02-12abs ↗pdf ↗

Bayesian Inference Gaussian Process Multiproxy Alignment of Continuous Signals (BIGMACS): Applications for Paleoceanographystat.AP

We first introduce a novel profile-based alignment algorithm, the multiple continuous Signal Alignment algorithm with Gaussian Process Regression profiles (SA-GPR). SA-GPR addresses the limitations of currently available signal alignment methods by adopting a hybrid of the particle smoothing and Markov-chain Monte Carl…

2019-07-20abs ↗pdf ↗

Towards detection and classification of microscopic foraminifera using transfer learningcs.LG

Deep learning model detects and classifies marine microfossils.

problem Manual identification of microfossils is time-consuming and error-prone.

method Transfer learning from ImageNet dataset to classify foraminifera.

result Proposed model achieves high accuracy on foraminifera classification.

microfossils foraminifera transfer learning marine biology deep learning

2020-01-14abs ↗pdf ↗