Results 51 to 60 of about 47,050 (138)

Population Density Prediction at Township Scale Supported by Machine Learning Method: A Case Study in Inner Mongolia

ISPRS International Journal of Geo-Information
With the acceleration in population migration and urbanization, accurate population density prediction has become increasingly important for regional planning and resource management.
Chenxi Cui, Yunfeng Hu, Yuhai Bao, Hao Li   +3 more
doaj   +1 more source

Persian Causality Corpus (PerCause) and the Causality Detection Benchmark

Iranian Journal of Information Processing & Management, 2022
Recognizing causal elements and causal relations in the text is among the challenging issues in natural language processing (NLP), specifically in low-resource languages such as Persian. In this research, we prepare a causality human-annotated corpus for
Zeinab Rahimi, Mehrnoush ShamsFard
doaj  

Mendelian Randomization and Machine Learning Reveal Immune Cell and Gene Drivers in Systemic Lupus Erythematosus

Brain and Behavior
Background Systemic lupus erythematosus (SLE) is a complex autoimmune disease with unclear pathogenesis. Recent studies suggest that immune cell phenotypes may play a causal role.
Luofei Huang, Jian shi, Han Li, Quanzhi Lin   +3 more
doaj   +1 more source

fairadapt: Causal Reasoning for Fair Data Preprocessing

Journal of Statistical Software
Machine learning algorithms are useful for various prediction tasks, but they can also learn how to discriminate, based on gender, race or other sensitive attributes.
Drago Plečko, Nicolas Bennett, Nicolai Meinshausen   +2 more
doaj   +1 more source

Intestinal flora and inflammatory bowel disease: Causal relationships and predictive models

Heliyon
Background: Inflammatory bowel disease (IBD), including Crohn's disease and ulcerative colitis, is significantly influenced by intestinal flora. Understanding the genetic and microbiotic interplay is crucial for IBD prediction and treatment.
Guan-Wei Bi, Zhen-Guo Wu, Yu Li, Jin-Bei Wang, Zhi-Wen Yao, Xiao-Yun Yang, Yan-Bo Yu   +6 more
doaj   +1 more source

Real-World Evidence, Causal Inference, and Machine Learning [PDF]

Value in Health, 2019
The current focus on real world evidence (RWE) is occurring at a time when at least two major trends are converging. First, is the progress made in observational research design and methods over the past decade. Second, the development of numerous large observational healthcare databases around the world is creating repositories of improved data assets
openaire   +2 more sources

Learning Causality for Modern Machine Learning

PhD ...
openaire   +2 more sources

The rise of scientific machine learning: a perspective on combining mechanistic modelling with machine learning for systems biology

Frontiers in Systems Biology
Both machine learning and mechanistic modelling approaches have been used independently with great success in systems biology. Machine learning excels in deriving statistical relationships and quantitative prediction from data, while mechanistic ...
Ben Noordijk, Ben Noordijk, Monica L. Garcia Gomez, Monica L. Garcia Gomez, Kirsten H. W. J. ten Tusscher, Kirsten H. W. J. ten Tusscher, Dick de Ridder, Dick de Ridder, Aalt D. J. van Dijk, Aalt D. J. van Dijk, Robert W. Smith   +10 more
doaj   +1 more source

Causal Machine Learning for Moderation Effects

Journal of Business & Economic Statistics
It is valuable for any decision maker to know the impact of decisions (treatments) on average and for subgroups. The causal machine learning literature has recently provided tools for estimating group average treatment effects (GATE) to understand treatment heterogeneity better.
Bearth, Nora, Lechner, Michael
openaire   +2 more sources

Developing a novel causal inference algorithm for personalized biomedical causal graph learning using meta machine learning

BMC Medical Informatics and Decision Making
Background Modeling causality through graphs, referred to as causal graph learning, offers an appropriate description of the dynamics of causality.
Hang Wu, Wenqi Shi, May D. Wang
doaj   +1 more source