In this study, we propose a set of methods enhancing the Isolation Forest on a basis of Fuzzy C-Means. The results of numerical experiments carried using 27 various datasets and reported in this paper lead us to the conclusion that FCM can play a pivotal role in an enhancement of Isolation...
The Isolation Forest (IF) has gained attention due to its notable performance features, including high accuracy, efficiency, simplicity, and rapid computation. However, prior research has primarily concentrated on the constructing isolation trees (iTrees), overlooking the considerable influence of anomaly...
In more specific applica- tions, FCM has contributed to the development of safety warning models for coal faces using fuzzy clustering and neural networks [16] and the enhancement of anomaly detection in databases through a FCM-based isolation forest method [17]. Lastly, the forecasting of water...
Effects of habitat fragmentation on foraging behaviour of tits and related species: Does niche space vary in relation to size and degree of isolation of fo... We studied the winter foraging niches of tits and related species in deciduous forest fragments varying in size between 1 and 30 ha (...
Fig. 8. Wireless sensor network in Clustered based. A topological grouping of nodes in the transmission area is used to cluster them. A projected master node, also known as cluster head (CH) or master node, is at the top of this set of nodes in Fig. 9. The data is transferred from...
N. A random forest regression based space vector PWM inverter controller for the induction motor drive. IEEE Trans. Ind. Electron. 64, 2689–2699 (2017). Google Scholar Tariq, M. F., Khan, A. Q., Abid, M. & Mustafa, G. Data-driven robust fault detection and isolation of three-...
Isolation forest as an alternative data-driven mineral prospectivity mapping method with a higher data-processing efficiency. Nat Resour Res. 2019;28:31–46. 10.1007/s11053-018-9375-6.Search in Google Scholar [11] Chen YL. Indicator pattern combination for mineral resource potential mapping with ...
Study on the planning principles of urban forest Firstly, Changsha urban forest ecosphere is composed of the eco-garden, the round-the-city forest belt, the ecological isolation belt, the green channel,... X Dai,Q Zhang - 《生态经济(英文版)》 被引量: 1发表: 2006年 Habitat suitability eva...
Four alternatives of heating system are taking into account: coal based, gas based, biomass based, and combined bio-mass and gas based systems. Alternatives are described by a criteria set. Values of the criteria are determined by simulation and according to the statistic. Fuzzy games are ...
and Random Forest classification models to integrate post-mining landscape characteristics derived from the literature. It assesses the results using an accuracy assessment, area statistics, and correlation analysis. The findings from this study indicate that both Fuzzy overlay and Random Forest classificati...