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Ensemble Methods in Data Mining

paperbackEngels9783031007712 18-2-2010

Ensemble methods have been called the most influential development in Data Mining and Machine Learning in the past decade. They combine multiple models into one usually more accurate than the best of its components. Meer

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Community detection and mining in social media

paperbackEngels9783031007729 9-9-2010

The past decade has witnessed the emergence of participatory Web and social media, bringing people together in many creative ways. Millions of users are playing, tagging, working, and socializing online, demonstrating new forms of collaboration, communication, and intelligence that were hardly imaginable just a short time ago. Meer

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Mining Heterogeneous Information Networks

paperbackEngels9783031007743 23-7-2012

Real-world physical and abstract data objects are interconnected, forming gigantic, interconnected networks. By structuring these data objects and interactions between these objects into multiple types, such networks become semi-structured heterogeneous information networks. Meer

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Graph Mining

paperbackEngels9783031007750 18-10-2012

What does the Web look like? How can we find patterns, communities, outliers, in a social network? Which are the most central nodes in a network? These are the questions that motivate this work. Meer

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Pritam Gundecha

Provenance Data in Social Media

paperbackEngels9783031007767 28-5-2013

Social media shatters the barrier to communicate anytime anywhere for people of all walks of life. The publicly available, virtually free information in social media poses a new challenge to consumers who have to discern whether a piece of information published in social media is reliable. Meer

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Jing Gao

Outlier Detection for Temporal Data

paperbackEngels9783031007774 14-4-2014

Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Meer

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Probabilistic Approaches to Recommendations

paperbackEngels9783031007781 23-5-2014

The importance of accurate recommender systems has been widely recognized by academia and industry, and recommendation is rapidly becoming one of the most successful applications of data mining and machine learning. Meer

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Mining Latent Entity Structures

paperbackEngels9783031007798 1-4-2015

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. Meer

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Mining Human Mobility in Location-Based Social Networks

paperbackEngels9783031007804 2-5-2015

In recent years, there has been a rapid growth of location-based social networking services, such as Foursquare and Facebook Places, which have attracted an increasing number of users and greatly enriched their urban experience. Meer

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James M. McCracken

Exploratory Causal Analysis with Time Series Data

paperbackEngels9783031007811 31-3-2016

Many scientific disciplines rely on observational data of systems for which it is difficult (or impossible) to implement controlled experiments. Data analysis techniques are required for identifying causal information and relationships directly from such observational data. Meer

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Phrase Mining from Massive Text and Its Applications

paperbackEngels9783031007828 30-3-2017

A lot of digital ink has been spilled on "big data" over the past few years. Most of this surge owes its origin to the various types of unstructured data in the wild, among which the proliferation of text-heavy data is particularly overwhelming, attributed to the daily use of web documents, business reviews, news, social posts, etc. Meer

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Individual and Collective Graph Mining

paperbackEngels9783031007835 26-10-2017

Graphs naturally represent information ranging from links between web pages, to communication in email networks, to connections between neurons in our brains. Meer

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Mining Structures of Factual Knowledge from Text

paperbackEngels9783031007842 26-6-2018

The real-world data, though massive, is largely unstructured, in the form of natural-language text. It is challenging but highly desirable to mine structures from massive text data, without extensive human annotation and labeling. Meer

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Multidimensional Mining of Massive Text Data

paperbackEngels9783031007866 21-3-2019

Unstructured text, as one of the most important data forms, plays a crucial role in data-driven decision making in domains ranging from social networking and information retrieval to scientific research and healthcare informatics. Meer

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Knowledge Graphs

paperbackEngels9783031007903 8-11-2021

This book provides a comprehensive and accessible introduction to knowledge graphs, which have recently garnered notable attention from both industry and academia. Meer

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Maria M. Hedblom

Image Schemas and Concept Invention

gebondenEngels9783030473280 14-6-2020

In this book the author's theoretical framework builds on linguistic and psychological research, arguing that similar image-schematic notions should be grouped together into interconnected family hierarchies, with complexity increasing with regard to the addition of spatial and conceptual primitives. Meer

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Maria M. Hedblom

Image Schemas and Concept Invention

paperbackEngels9783030473310 14-6-2021

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Advances in Artificial Intelligence

paperbackEngels9783030473570 6-5-2020

This book constitutes the refereed proceedings of the 33rd Canadian Conference on Artificial Intelligence, Canadian AI 2020, which was planned to take place in Ottawa, ON, Canada. Meer

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Ivan Lanese

Reversible Computation: Extending Horizons of Computing

paperbackEngels9783030473600 14-5-2020

This open access State-of-the-Art Survey presents the main recent scientific outcomes in the area of reversible computation, focusing on those that have emerged during COST Action IC1405 "Reversible Computation - Extending Horizons of Computing", a European research network that operated from May 2015 to April 2019. Meer

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Supercomputing

paperbackEngels9783030365912 10-12-2019

This book constitutes the refereed post-conference proceedings of the 5th Russian Supercomputing Days, RuSCDays 2019, held in Moscow, Russia, in September 2019. Meer

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