European Conference on Machine Learning and Principles and Practice of Knowledge Discovery

High-Dimensional Statistics

A Non-Asymptotic Viewpoint

Wainwright, Martin J.
Published: Not yet published - available from March 2019

Adversarial Machine Learning

Joseph, Anthony D.
Nelson, Blaine
Rubinstein, Benjamin I. P.
(+ 1 other)
Published: Not yet published - available from February 2019

Applied Stochastic Differential Equations

Särkkä, Simo
Solin, Arno
Published: Not yet published - available from January 2019

Data-Driven Science and Engineering

Machine Learning, Dynamical Systems, and Control

Brunton, Steven L.
Kutz, J. Nathan
Published: Not yet published - available from January 2019

Kernelization

Theory of Parameterized Preprocessing

Fomin, Fedor V.
Lokshtanov, Daniel
Saurabh, Saket
(+ 1 other)
Published: January 2019

Geometric and Topological Inference

Boissonnat, Jean-Daniel
Chazal, Frédéric
Yvinec, Mariette
Published: November 2018

High-Dimensional Probability

An Introduction with Applications in Data Science

Vershynin, Roman
Published: November 2018

Algorithmic Aspects of Machine Learning

Moitra, Ankur
Published: September 2018

Statistical Inference as Severe Testing

How to Get Beyond the Statistics Wars

Mayo, Deborah G.
Published: September 2018

Foundations of Multiattribute Utility

Abbas, Ali E.
Published: September 2018

Optimization Methods in Finance

Cornuéjols, Gérard
Peña, Javier
Tütüncü, Reha
Published: August 2018
2nd Edition

Principles of Database Management

The Practical Guide to Storing, Managing and Analyzing Big and Small Data

Lemahieu, Wilfried
vanden Broucke, Seppe
Baesens, Bart
Published: July 2018

Introduction to Applied Linear Algebra

Vectors, Matrices, and Least Squares

Boyd, Stephen
Vandenberghe, Lieven
Published: June 2018

Predictive Statistics

Analysis and Inference beyond Models

Clarke, Bertrand S.
Clarke, Jennifer L.
Published: April 2018

Calendrical Calculations

The Ultimate Edition

Reingold, Edward M.
Dershowitz, Nachum
Published: April 2018
4th Edition

Scaling up Machine Learning

Parallel and Distributed Approaches

Bekkerman, Ron
Bilenko, Mikhail
Langford, John
Published: March 2018

Probability on Graphs

Random Processes on Graphs and Lattices

Grimmett, Geoffrey
Published: January 2018
2nd Edition

Twitter as Data

Steinert-Threlkeld, Zachary C.
Published: January 2018

Introduction to Probability

Anderson, David F.
Seppäläinen, Timo
Valkó, Benedek
Published: December 2017

Numerical Linear Algebra

An Introduction

Wendland, Holger
Published: November 2017