Beyond Cumulative Sum Charting in Non-Stationarity Detection and Estimation by Felix Zhan, Anthony Martinez, Nilab Rai, Richard Mcconnell, Matthew Swan, Moinak Bhaduri, Justin Zhan, Laxmi Gewali, Paul Oh

“…In computer science, stochastic processes, and industrial engineering, stationarity is often taken to imply a stable, predictable flow of events and non-stationarity, consequently, a departure from such a flow. …”
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Spatiotemporal dynamics reveal high turnover and contrasting assembly processes in fungal communities across contiguous habitats of tropical forests by Chieh-Ping Lin, Yu-Fei Lin, Yu-Ching Liu, Mei-Yeh Jade Lu, Huei-Mien Ke, Isheng Jason Tsai

“…Co-occurrence network analysis revealed more complex and deterministic networks in leaf and twig habitats, while soil was driven by stochastic processes and contained most habitat-specific ASVs. …”
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Changes in structure and assembly of a species-rich soil natural community with contrasting nutrient availability upon establishment of a plant-beneficial Pseudomonas in the wheat... by Daniel Garrido-Sanz, Senka Čaušević, Jordan Vacheron, Clara M. Heiman, Vladimir Sentchilo, Jan Roelof van der Meer, Christoph Keel

“…While access to nutrients resulted in communities assembled mainly by homogeneous selection, stochastic processes dominated under the nutrient-deprived conditions. …”
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Patterns and drivers of species richness and turnover of neo-endemic and palaeo-endemic vascular plants in a Mediterranean hotspot: the case of Crete, Greece by Maria Lazarina, Athanasios S. Kallimanis, Panayotis Dimopoulos, Maria Psaralexi, Danai-Eleni Michailidou, Stefanos P. Sgardelis

“…Deterministic processes controlled species turnover of rare non-endemic and neo-endemic species, while deterministic and stochastic processes contributed similarly to palaeo-endemic turnover. …”
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Control of stochastically interacting systems on networks by Somanath, Amith

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Entanglement, quantum randomness, and complexity beyond scrambling by Liu, Zi-Wen, Lloyd, Seth, Zhu, Elton, Zhu, Huangjun

“…Keywords: Random Systems, Black Holes in String Theory, Holography and condensed matter physics (AdS/CMT), Stochastic Processes…”
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The design of a HSMM-based operator state monitoring display by Castonia, Ryan W

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Geologic stochastic modeling of rock fracture systems related to crustal faults by Meyer, Thomas, 1970-

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Towards the probabilistic Earth-system simulator: A vision for the future of climate and weather prediction by Palmer, T

“…As a further stimulus for such evolution, discussion is given to a potential new synergy between the development of dynamical cores, and stochastic processing hardware. However, it is concluded that the traditional challenge in numerical weather prediction, of reducing deterministic measures of forecast error, may increasingly become an obstacle to the seamless development of probabilistic weather and climate simulators, paradoxical as that may appear at first sight. …”

Soil microbial community assembly and stability are associated with potato (Solanum tuberosum L.) fitness under continuous cropping regime by Songsong Gu, Songsong Gu, Xingyao Xiong, Xingyao Xiong, Lin Tan, Ye Deng, Xiongfeng Du, Xingxing Yang, Qiulong Hu

“…Infer community assembly mechanism by phylogenetic-bin-based null model analysis (iCAMP) tools were used to calculate the soil bacterial and fungal communities’ assembly processes of the eight potato cultivars under continuous cropping regime, and the results showed that the bacterial community was mainly dominated by deterministic processes (64.19% - 81.31%) while the fungal community was mainly dominated by stochastic processes (78.28% - 98.99%), indicating that the continuous-cropping regime mainly influenced the potato soil bacterial community assembly process. …”
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Spatiotemporal variations of microbial assembly, interaction, and potential risk in urban dust by Hu Li, Pei-Qin Liu, Qiu-Ping Luo, Jin-Jin Ma, Xiao-Ru Yang, Yu Yan, Jian-Qiang Su, Yong-Guan Zhu

“…Season altered microbial assembly, composition, and interactions, with both bacterial and fungal communities exhibiting a higher heterogeneity in summer than those in winter. Although stochastic processes predominated in bacterial and fungal community assembly, the season-depended environmental factors (e.g., temperature) and interactions between microbes play important roles in dust microbial community assembly. …”
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Environmental drivers of microbial assembly and stability in lakes across biogeographical regions by Ivana Stanić, Katarina Kajan, Lorena Selak, Sandi Orlić

“…Contrary to the ecological theory, deterministic processes dominated community assembly in all lakes and fractions, though stochastic processes played a role, particularly in PA communities. …”
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Elevational distribution and seasonal dynamics of alpine soil prokaryotic communities by Junpeng Rui, Junpeng Rui, Yuwei Zhao, Yuwei Zhao, Nan Cong, Fuxin Wang, Chao Li, Xiang Liu, Jingjing Hu, Ning Ling, Xin Jing

“…The balance between deterministic and stochastic processes in abundant subcommunities might be strongly influenced by water conditions (precipitation/moisture). …”
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Drip irrigation shapes the soil bacterial communities and enhances jujube yield by regulating the soil moisture content and nutrient levels by Zhaoyang Li, Wenhao Li, Jiulong Wang, Jinzhu Zhang, Zhenhua Wang

“…A neutral community model (NCM) revealed that stochastic processes drove the soil bacterial community assembly whereas DI promoted deterministic processes by regulating the soil moisture content and nutrient levels. …”
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Spartina alterniflora invasion significantly alters the assembly and structure of soil bacterial communities in the Yellow River Delta by Pengyuan Sun, Yuxin Wu, Pengcheng Zhu, Jingfeng Wang, Jingfeng Wang, Xiaona Yu, Weihua Guo

“…In comparison, S. alterniflora-associated bacterial communities were enriched with both sulfate-reducing bacteria (SEEP-SRB1) and sulfate-oxidizing bacteria (Sulfurimonas), which maintained a dynamic balance in the local sulfur-cycle, and thereby enhanced S. alterniflora growth. In addition, stochastic processes dominated the assembly of soil bacterial communities associated with all four plant species, but were most important for the S. alterniflora community. …”
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Stochastic Dispersal Rather Than Deterministic Selection Explains the Spatio-Temporal Distribution of Soil Bacteria in a Temperate Grassland by Tim Richter-Heitmann, Tim Richter-Heitmann, Benjamin Hofner, Franz-Sebastian Krah, Johannes Sikorski, Pia K. Wüst, Boyke Bunk, Sixing Huang, Kathleen M. Regan, Doreen Berner, Runa S. Boeddinghaus, Sven Marhan, Daniel Prati, Ellen Kandeler, Jörg Overmann, Michael W. Friedrich

“…A combination of phylogenetic turnover analysis and null modeling demonstrated that either homogenization by unlimited stochastic dispersal or scenarios, in which neither stochastic processes nor deterministic forces dominated, explained local assembly processes. …”
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Differential distribution patterns and assembly processes of soil microbial communities under contrasting vegetation types at distinctive altitudes in the Changbai Mountain by Yujuan Kang, Yujuan Kang, Haitao Wu, Yifan Zhang, Yifan Zhang, Qiong Wu, Qiong Wu, Qiang Guan, Kangle Lu, Yiling Lin

“…Correspondingly, a novel phylogenetic null model analysis demonstrated that the community assembly of soil bacterial and fungal communities were dominated by deterministic and stochastic processes, respectively. The assembly processes of bacterial community were significantly related to the soil DOC and C:N ratio, while the fungal community assembly processes were significantly related to the soil C:N ratio. …”
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Biogeographical Patterns of Bacterial Communities and Their Antibiotic Resistomes in the Inland Waters of Southeast China by Peiju Fang, Peng Xiao, Fengjiao Tan, Yuanyuan Mo, Huihuang Chen, Uli Klümper, Thomas U. Berendonk, Jun Yang

“…The biogeographical patterns of bacterial communities were simultaneously driven by stochastic and deterministic processes, while ARG profiles were not explained by stochastic processes, indicating a decoupling of bacterial community composition and ARG profiles in inland waters under relatively low-human-impact at a large scale. …”
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Assembly and Source of the Lithobiontic Microbial Community in Limestone by Jin Chen, Fangbing Li, Xiangwei Zhao, Yang Wang, Limin Zhang, Feng Liu, Dan Yang, Lingbin Yan, Lifei Yu

“…The order of sources, in terms of contribution, is as follows: unknown sources > soil > rotted wood > concrete fences. (3) Higher concentrations of Ia and Ia+Nut15 treatments facilitate the colonization of fungi from the surrounding environment onto limestone while inhibiting bacterial colonization. (4) The process of establishing LLMCs is primarily driven by stochastic processes. However, Ia and Ia+Nut15 can mediate transitions in the establishment processes of bacterial communities, while Ia is solely responsible for mediating transitions in the establishment process of fungal communities. …”
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Dynamic Impact of One-Year Integrated Rice–Crayfish Farming on Bacterioplankton Communities in Paddy Water by Yiran Hou, Qiancheng Xu, Yanhong Yang, Rui Jia, Xiongjian Huang, Linjun Zhou, Bing Li, Jian Zhu

“…IRCF altered the assembly processes shaping planktonic bacterial communities, promoting a greater dominance of stochastic processes during the tillering, jointing, and flowering stages and a diminished dominance during the grain-filling stage. …”
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