# Improving the consistency of multi-temporal land cover mapping of Laguna lake watershed using light gradient boosting machine (LightGBM) approach, change detection analysis, and Markov chain

> Research article (Remote Sensing Applications Society and Environment, 2021) · cited 25× · AI/ML

**Wikidata**: [openalex:W3176578162](https://www.wikidata.org/wiki/openalex:W3176578162)  
**Source**: https://4ort.xyz/entity/improving-the-consistency-of-multi-temporal-land-cover-mapping-of-laguna-lake-watershed-using-light-gradient-boosting-ma