Data Mining and Knowledge Discovery

SERIES EDITORS
Jiawei Han, University of Illinois at Urbana-Champaign
Lise Getoor, University of Maryland
Wei Wang, University of North Carolina, Chapel Hill
Johannes Gehrke, Cornell University
Robert Grossman, University of Chicago
The series publishes on topics pertaining to data mining, web mining, text mining, and knowledge discovery, including tutorials and case studies. Potential topics include: data mining algorithms, innovative data mining applications, data mining systems, mining text, web and semi-structured data, high performance and parallel/distributed data mining, data mining standards, data mining and knowledge discovery framework and process, data mining foundations, mining data streams and sensor data, mining multi-media data, mining social networks and graph data, mining spatial and temporal data, pre-processing and post-processing in data mining, robust and scalable statistical methods, security, privacy, and adversarial data mining, visual data mining, visual analytics, and data visualization.



Phrase Mining from Massive Text and Its Applications Phrase Mining from Massive Text and Its Applications
Jialu Liu, Jingbo Shang, Jiawei Han
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, attr...
Publication Date: March, 2017

Read More


Exploratory Causal Analysis with Time Series Data Exploratory Causal Analysis with Time Series Data
James M. McCracken
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 ...
Publication Date: April, 2016

Read More


Mining Human Mobility in Location-Based Social Networks Mining Human Mobility in Location-Based Social Networks
Huiji Gao, Huan Liu
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. Typical location-base...
Publication Date: August, 2015

Read More


Mining Latent Entity Structures Mining Latent Entity Structures
Chi Wang, Jiawei Han
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. Examples of such collections include scientific publicati...
Publication Date: March, 2015

Read More


Probabilistic Approaches to Recommendations Probabilistic Approaches to Recommendations
Nicola Barbieri, Giuseppe Manco, Ettore Ritacco
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. Understanding and predicting the c...
Publication Date: 05/01/2014

Read More


Outlier Detection for Temporal Data Outlier Detection for Temporal Data
Manish Gupta, Jing Gao, Charu Aggarwal, Jiawei Han,
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. Ini...
Publication Date: 03/01/2014

Read More


Provenance Data in Social Media Provenance Data in Social Media
Geoffrey Barbier , Zhuo Feng , Pritam Gundecha, Huan Liu
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 informatio...
Publication Date: 05/01/2013

Read More


Privacy in Social Networks Privacy in Social Networks
Elena Zheleva, Evimaria Terzi, Lise Getoor
This synthesis lecture provides a survey of work on privacy in online social networks (OSNs). This work encompasses concerns of users as well as service providers and third parties. Our goal is to approach such concerns from a computer-science perspe...
Publication Date: 01/01/2012

Read More


Mining Heterogeneous Information Networks Mining Heterogeneous Information Networks
Yizhou Sun, Jiawei Han
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 heterogene...
Publication Date: 01/01/2012

Read More


Graph Mining Graph Mining
Deepayan Chakrabarti, Christos Faloutsos
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. Networks and graphs appear in many diverse settings, f...
Publication Date: 01/01/2012

Read More


Ensemble Methods in Data Mining Ensemble Methods in Data Mining
Giovanni Seni, John Elder
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. Ensembles can provide a critical b...
Publication Date: 01/01/2010

Read More


Community Detection and Mining in Social Media Community Detection and Mining in Social Media
Lei Tang, Huan Liu
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, comm...
Publication Date: 01/01/2010

Read More


Modeling and Data Mining in Blogosphere Modeling and Data Mining in Blogosphere
Nitin Agarwal, Huan Liu
This book offers a comprehensive overview of the various concepts and research issues about blogs or weblogs. It introduces techniques and approaches, tools and applications, and evaluation methodologies with examples and case studies. Blogs allow pe...
Publication Date: 01/01/2009

Read More



Result Pages:  1  Displaying 1 to 13 (of 13 products)
Browse by Subject
ACM Books
IOP Concise Physics
0 items
LATEST NEWS

Newsletter
Note: Registered customers go to: Your Account to subscribe.

E-Mail Address:

Your Name: