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Deep Learning For Polymer Discovery - Foundation And Advances

by Eric Inae, Gang Liu e Meng Jiang

~~46,36€~~ 41,72€ 10% OFF

 This book presents a comprehensive range of topics in deep learning for polymer discovery, from fundamental concepts to advanced methodologies. The authors begin with essential knowledge on polymer data representations and neural network architectures, then progress to deep learning frameworks for property prediction and inverse polymer design.
ENGLISH

Deep Learning For Polymer Discovery - Foundation And Advances

by Eric Inae, Gang Liu e Meng Jiang

~~47,30€~~ 42,57€ 10% OFF

free shipping

 This book presents a comprehensive range of topics in deep learning for polymer discovery, from fundamental concepts to advanced methodologies. The authors begin with essential knowledge on polymer data representations and neural network architectures, then progress to deep learning frameworks for property prediction and inverse polymer design.
ENGLISH

Advances In Graph Neural Networks

by Cheng Yang, Chuan Shi e Xiao Wang

72,86€ + 10% CARD

 This book provides a comprehensive introduction to the foundations and frontiers of graph neural networks. In addition, the book introduces the basic concepts and definitions in graph representation learning and discusses the development of advanced graph representation learning methods with a focus on graph neural networks.
ENGLISH

Automated Taxonomy Discovery And Exploration

by Jiaming Shen e Jiawei Han

66,24€ + 10% CARD

 It is ubiquitous in our daily life, ranging from product taxonomies used by online retailers, topic taxonomies deployed by news outlets and social media, as well as scientific taxonomies deployed by digital libraries across various domains.
ENGLISH

Correlation Clustering

by David Garcia-Soriano, Francesco Bonchi e Francesco Gullo

74,34€ + 10% CARD

free shipping

 Given a set of objects and a pairwise similarity measure between them, the goal of correlation clustering is to partition the objects in a set of clusters to maximize the similarity of the objects within the same cluster and minimize the similarity of the objects in different clusters.
ENGLISH

Detecting Fake News On Social Media

by Huan Liu e Kai Shu

67,58€ + 10% CARD

free shipping

 This book, from a data mining perspective, introduces the basic concepts and characteristics of fake news across disciplines, reviews representative fake news detection methods in a principled way, and illustrates challenging issues of fake news detection on social media.
ENGLISH

Exploiting The Power Of Group Differences - Using Patterns To Solve Data Analysis Problems

by Guozhu Dong

74,34€ + 10% CARD

free shipping

 In general, EPs are useful for classification, clustering, outlier detection, gene ranking for complex diseases, prediction model analysis and improvement, and so on.EPs are useful for many tasks because they represent group differences, which have extraordinary power.
ENGLISH

Mining Structures Of Factual Knowledge From Text - An Effort-Light Approach

by Jiawei Han e Xiang Ren

74,34€ + 10% CARD

free shipping

 Departing from many existing structure extraction methods that have heavy reliance on human annotated data for model training, our effort-light approach leverages human-curated facts stored in external knowledge bases as distant supervision and exploits rich data redundancy in large text corpora for context understanding.
ENGLISH

Exploratory Causal Analysis With Time Series Data

by James M. Mccracken

54,06€ + 10% CARD

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 Exploratory causal analysis (ECA) provides a framework for exploring potential causal structures in time series data sets and is characterized by a myopic goal to determine which data series from a given set of series might be seen as the primary driver.
ENGLISH

Mining Latent Entity Structures

by Chi Wang e Jiawei Han

60,82€ + 10% CARD

free shipping

 The "big data" era is characterized by an explosion of information in the form of digital data collections, ranging from scientific knowledge, to social media, news, and everyone's daily life.
ENGLISH

Probabilistic Approaches To Recommendations

by Ettore Ritacco, Giuseppe Manco e Nicola Barbieri

40,55€ + 10% CARD

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 We focus our attention on methods based on latent factors, such as mixture models, probabilistic matrix factorization, and topic models, for explicit and implicit preference data.
ENGLISH

Individual And Collective Graph Mining - Principles, Algorithms, And Applications

by Christos Faloutsos e Danai Koutra

74,34€ + 10% CARD

free shipping
ENGLISH

Phrase Mining From Massive Text And Its Applications

by Jialu Liu, Jiawei Han e Jingbo Shang

37,84€ + 10% CARD

free shipping
ENGLISH

Outlier Detection For Temporal Data

by Charu Aggarwal, Jiawei Han, Jing Gao e Manish Gupta

40,55€ + 10% CARD

free shipping
ENGLISH

Mining Heterogeneous Information Networks - Principles And Methodologies

by Jiawei Han e Yizhou Sun

37,84€

free shipping

OUT OF STOCK OR NOT AVAILABLE

 Departing from many existing network models that view interconnected data as homogeneous graphs or networks, our semi-structured heterogeneous information network model leverages the rich semantics of typed nodes and links in a network and uncovers surprisingly rich knowledge from the network.
ENGLISH

Modeling And Data Mining In Blogosphere

by Huan Liu e Nitin Agarwal

30,46€ + 10% CARD

 We elaborate on data collection procedures, provide resources for blog data repositories, mention various visualization and analysis tools in Blogosphere, and explain conventional and novel evaluation methodologies, to help perform research in the Blogosphere.
ENGLISH

Ensemble Methods In Data Mining - Improving Accuracy Through Combining Predictions

by Giovanni Seni e John Elder

33,11€ + 10% CARD

 Table of Contents: Ensembles Discovered / Predictive Learning and Decision Trees / Model Complexity, Model Selection and Regularization / Importance Sampling and the Classic Ensemble Methods / Rule Ensembles and Interpretation Statistics / Ensemble Complexity
ENGLISH

Provenance Data In Social Media

by Geoffrey Barbier, Huan Liu, Pritam Gundecha e Zhuo Feng

30,46€ + 10% CARD

 Taking advantage of social media features, research in this nascent field spearheads the search for a way to provide provenance data to social media users, thus leveraging social media itself by mining it for the provenance data.
ENGLISH

Privacy In Social Networks

by Elena Zheleva, Evimaria Terzi e Lise Getoor

33,11€ + 10% CARD

 Table of Contents: Introduction / A Model for Online Social Networks / Types of Privacy Disclosure / Statistical Methods for Inferring Information in Networks / Anonymity and Differential Privacy / Attacks and Privacy-preserving Mechanisms / Models of Information Sharing / Users' Privacy Risk / Management of Privacy Settings
ENGLISH

Community Detection And Mining In Social Media

by Huan Liu e Lei Tang

33,11€ + 10% CARD

 This lecture, from a data mining perspective, introduces characteristics of social media, reviews representative tasks of computing with social media, and illustrates associated challenges.
ENGLISH

Multidimensional Mining Of Massive Text Data

by Chao Zhang e Jiawei Han

67,58€

free shipping

OUT OF STOCK OR NOT AVAILABLE

 However, acquiring such multidimensional knowledge from massive text data remains a challenging task.This book presents data mining techniques that turn unstructured text data into multidimensional knowledge.
ENGLISH

Mining Human Mobility In Location-Based Social Networks

by Huan Liu e Huiji Gao

37,84€

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OUT OF STOCK OR NOT AVAILABLE
ENGLISH

Graph Mining - Laws, Tools, And Case Studies

by Christos Faloutsos e Deepayan Chakrabarti

40,55€

free shipping

OUT OF STOCK OR NOT AVAILABLE

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