• Suche: Introduction to Statistical and Machine Learning Methods for Data Science

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Spectral Methods for Data Science: A Statistical Perspective
Chen, Yuxin ; Chi, Yuejie ; Fan, Jianqing ; et al.
Foundations and Trends in Machine Learning: Vol. 14: No. 5, pp. 566-806, 2021

Statistics - Machine Lea... Computer Science - Infor... Computer Science - Machi... Electrical Engineering a... Mathematics - Statistics...
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4

Survival analysis for lung cancer patients: A comparison of Cox regression and machine learning models
Germer, Sebastian ; Rudolph, Christiane ; Labohm, Louisa ; et al.
In International Journal of Medical Informatics November 2024 191

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5

An Introduction to Neural Data Compression
Yang, Yibo ; Mandt, Stephan ; Theis, Lucas

Computer Science - Machi... Computer Science - Infor... Electrical Engineering a...
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6

Unsupervised machine learning in urban studies: A systematic review of applications
Wang, Jing ; Biljecki, Filip
In Cities October 2022 129

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7

Introduction to data science: Data analysis and prediction algorithms with R.
Journal of the Royal Statistical Society: Series A (Statistics in Society). Apr2022, Vol. 185 Issue 2, p733-734. 2p.

DATA science DATA analysis MONTE Carlo method FORECASTING RANDOM forest algorithms CUMULATIVE distribution...
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8

Introduction to Analysis Methods for Big Earth Data
Christopher Lynnes
Big Data Analytics in Earth, Atmospheric, and Ocean Sciences.

Mathematical And Compute...
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9

Human or Machine? A Comparative Analysis of Artificial Intelligence–Generated Writing Detection in Personal Statements.
Goodman, Margaret A. ; Lee, Anthony M. ; Schreck, Zachary ; et al.
Journal of Physical Therapy Education (Lippincott Williams & Wilkins). Dec2025, Vol. 39 Issue 4, p329-338. 10p.

Reading Generative artificial in... T-test (Statistics) Statistical sampling Responsibility Authorship …
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10

A deep learning–based study of player styles and cross-league performance adaptation mechanisms: a case study of the NBA and CBA.
Xiao, Yunhan ; Li, Weipin ; Chen, Jiangang
Frontiers in Sports & Active Living. 2025, p1-18.

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11

Nonlinear age effects on basketball player performance: insights from Kolmogorov–Arnold Networks in NBA data.
Xiao, Yunhan ; Wang, Jiahao ; Li, Weiping ; et al.
Frontiers in Sports & Active Living. 2025, p1-9.

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12

Which method to use? An assessment of data mining methods in Environmental Data Science
Gibert, Karina ; Izquierdo, Joaquín ; Sànchez-Marrè, Miquel ; et al.
In Environmental Modelling and Software December 2018 110:3-27

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13

Tree-based Machine Learning Methods for Survey Research
Kern, Christoph ; Klausch, Thomas ; Kreuter, Frauke
Survey Research Methods, 13, 1, 73-93

Sozialwissenschaften, So... Social sciences, sociolo... machine learning predictive models panel attrition nonresponse …
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14

Modern data science in conflict research
Racek, Daniel

FOS: Mathematics Armed Conflict, Statisti...
Dissertation
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15

Machine Learning for Non-Major Data Science Students: A White Box Approach
Mike, Koby ; Hazzan, Orit
22

Teaching Methods Nonmajors Statistics Education Artificial Intelligence Mathematics Skills Prior Learning …
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16

Discovering Educational Data Mining: An Introduction
Zachary K. Collier ; Joshua Sukumar ; Roghayeh Barmaki
13

Educational Indicators School Statistics Data Analysis Information Retrieval Pattern Recognition Content Analysis …
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17

Clustering and Artificial Intelligence-based Prediction of Ecologically Sustainable Species Introductions.
Shuqiao Liu ; Zhao Zhang ; Hongyan Zhou ; et al.
IAENG International Journal of Computer Science. Apr2025, Vol. 52 Issue 4, p1159-1168. 10p.

Artificial intelligence Artificial neural networ... Scientific method K-means clustering Decision trees Multilayer perceptrons
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18

Forecasting COVID-19 Pandemic – A scientometric Review of Methodologies Based on Mathematics, Statistics, and Machine Learning.
Prakash, Satya ; Jalal, Anand Singh ; Pathak, Pooja
Data & Metadata. 2024, Vol. 3, p1-23. 23p.

COVID-19 pandemic MACHINE learning ARTIFICIAL intelligence PUBLIC health SCIENCE databases
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20

A Dirichlet-Multinomial mixture model of Statistical Science: Mapping the shift of a paradigm.
Bilancia, Massimo ; Dačević, Rade
Journal of Informetrics. Feb2025, Vol. 19 Issue 1, pN.PAG-N.PAG. 1p.

Natural language process... Bibliometrics Machine learning Statistics Statistical models
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