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Local Regression and Likelihood

Posted By: AvaxGenius
Local Regression and Likelihood

Local Regression and Likelihood by Clive Loader
English | PDF(True) | 1999 | 297 Pages | ISBN : 0387987754 | 3.2 MB

Separation of signal from noise is the most fundamental problem in data analysis, and arises in many fields, for example, signal processing, econometrics, acturial science, and geostatistics. This book introduces the local regression method in univariate and multivariate settings, and extensions to local likelihood and density estimation. Basic theoretical results and diagnostic tools such as cross validation are introduced along the way. Examples illustrate the implementation of the methods using the LOCFIT software.

Potential Functions of Random Walks in ℤ with Infinite Variance: Estimates and Applications

Posted By: AvaxGenius
Potential Functions of Random Walks in ℤ with Infinite Variance: Estimates and Applications

Potential Functions of Random Walks in ℤ with Infinite Variance: Estimates and Applications by Kôhei Uchiyama
English | PDF (True) | 2023 | 277 Pages | ISBN : 303141019X | 6.4 MB

This book studies the potential functions of one-dimensional recurrent random walks on the lattice of integers with step distribution of infinite variance. The central focus is on obtaining reasonably nice estimates of the potential function. These estimates are then applied to various situations, yielding precise asymptotic results on, among other things, hitting probabilities of finite sets, overshoot distributions, Green functions on long finite intervals and the half-line, and absorption probabilities of two-sided exit problems.

Data Mining with SPSS Modeler: Theory, Exercises and Solutions (Repost)

Posted By: AvaxGenius
Data Mining with SPSS Modeler: Theory, Exercises and Solutions (Repost)

Data Mining with SPSS Modeler: Theory, Exercises and Solutions by Tilo Wendler
English | EPUB | 2021 | 1285 Pages | ISBN : 3030543374 | 471.9 MB

Now in its second edition, this textbook introduces readers to the IBM SPSS Modeler and guides them through data mining processes and relevant statistical methods. Focusing on step-by-step tutorials and well-documented examples that help demystify complex mathematical algorithms and computer programs, it also features a variety of exercises and solutions, as well as an accompanying website with data sets and SPSS Modeler streams.

Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering

Posted By: AvaxGenius
Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering

Foundations and Methods in Combinatorial and Statistical Data Analysis and Clustering by Israël César Lerman
English | PDF | 2016 | 664 Pages | ISBN : 1447167910 | 7.5 MB

This book offers an original and broad exploration of the fundamental methods in Clustering and Combinatorial Data Analysis, presenting new formulations and ideas within this very active field.

Random Walk, Brownian Motion, and Martingales

Posted By: AvaxGenius
Random Walk, Brownian Motion, and Martingales

Random Walk, Brownian Motion, and Martingales by Rabi Bhattacharya
English | PDF,EPUB | 2021 | 396 Pages | ISBN : 3030789373 | 28.4 MB

This textbook offers an approachable introduction to stochastic processes that explores the four pillars of random walk, branching processes, Brownian motion, and martingales. Building from simple examples, the authors focus on developing context and intuition before formalizing the theory of each topic. This inviting approach illuminates the key ideas and computations in the proofs, forming an ideal basis for further study.

Stochastic Systems with Time Delay

Posted By: AvaxGenius
Stochastic Systems with Time Delay

Stochastic Systems with Time Delay: Probabilistic and Thermodynamic Descriptions of non-Markovian Processes far From Equilibrium by Sarah A.M. Loos
English | PDF,EPUB | 2021 | 296 Pages | ISBN : 3030807703 | 35.4 MB

The nonequilibrium behavior of nanoscopic and biological systems, which are typically strongly fluctuating, is a major focus of current research. Lately, much progress has been made in understanding such systems from a thermodynamic perspective. However, new theoretical challenges emerge when the fluctuating system is additionally subject to time delay, e.g. due to the presence of feedback loops.

Data Mining with SPSS Modeler: Theory, Exercises and Solutions

Posted By: AvaxGenius
Data Mining with SPSS Modeler: Theory, Exercises and Solutions

Data Mining with SPSS Modeler: Theory, Exercises and Solutions by Tilo Wendler
English | EPUB | 2021 | 1285 Pages | ISBN : 3030543374 | 471.9 MB

Now in its second edition, this textbook introduces readers to the IBM SPSS Modeler and guides them through data mining processes and relevant statistical methods. Focusing on step-by-step tutorials and well-documented examples that help demystify complex mathematical algorithms and computer programs, it also features a variety of exercises and solutions, as well as an accompanying website with data sets and SPSS Modeler streams.