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.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Oct 201919922001200920172026
5 results for “deforestation”
Causal inference for climate change events from satellite image time series using computer vision and deep learningcs.LG

Method quantifies forest cover changes due to human activities using satellite data.

problem Quantify forest cover changes due to human activities.
method Computer vision, machine learning/deep learning, Bayesian structural causal model.
result Causal inference of forest cover changes due to human activities.
climate changeforest coverdeforestationBayesian causal inferencemachine learning
2019-10-25abs ↗pdf ↗
Stochastic forest transition model dynamics and parameter estimation via deep learningstat.ML

Study models forest transitions with deep learning for parameter estimation.

problem Complex dynamics of forest, agricultural, and abandoned lands.
method Developed a stochastic differential equation model and used deep learning for parameter estimation.
result Deep learning approach estimates model parameters from time-series data.
forest transitionsstochastic modeldeep learningparameter estimationdeforestation
2025-07-29abs ↗pdf ↗
deFOREST: Fusing Optical and Radar satellite data for Enhanced Sensing of Tree-lossstat.ML

Paper develops a deforestation detection system using optical and SAR data.

problem Detecting tree-loss in dense forests using satellite data.
method Combines optical and SAR data, uses KL expansion for anomaly detection, and Hidden Markov Model for classification.
result Hybrid method achieves high accuracy and robustness in sparse optical data.
deforestationsatelliteSARopticalHidden Markov Model
2025-10-15abs ↗pdf ↗