This second edition of a well-received text, with 20 new chapters, presents a coherent and unified repository of recommender systems' major concepts, theories, methodologies, trends, and challenges. A variety of real-world applications and detailed case studies are included. In addition to wholesale revision of the existing chapters, this edition includes new topics including: decision making and recommender systems, reciprocal recommender systems, recommender systems in social networks, mobile recommender systems, explanations for recommender systems, music recommender systems, cross-domain recommendations, privacy in recommender systems, and semantic-based recommender systems. This multi-disciplinary handbook involves world-wide experts from diverse fields such as artificial intelligence, human-computer interaction, information retrieval, data mining, mathematics, statistics, adaptive user interfaces, decision support systems, psychology, marketing, and consumer behavior. Theoreticians and practitioners from these fields will find this reference to be an invaluable source of ideas, methods and techniques for developing more efficient, cost-effective and accurate recommender systems.

The International Conference on Case-Based Reasoning (ICCBR) is the p- eminent international meeting on case-based reasoning (CBR). ICCBR 2005 (http: //www.iccbr.org/iccbr05/) was the sixth in this series of biennial - ternationalconferenceshighlightingthemostsigni?cantcontributionstothe?eld of CBR. The conference took place during August 23-26, 2005 at the downtown campus of DePaul University, in the heart of Chicago's downtown "Loop." P- vious ICCBR conferences were held in Trondheim, Norway (2003), Vancouver, Canada (2001), Seeon, Germany(1999), Providence, Rhode Island, USA (1997), and Sesimbra, Portugal (1995). Day 1 of ICCBR 2005 was Industry Day, which provided real-world expe- ences utilizing CBR in ?elded applications.Day 2 featuredvarious workshopson CBR in the health sciences, textual case-based reasoning, computer gaming and simulation environments, and similarities - Processes- Work?ows.Days 3 and4 comprisedpresentationsandpostersontheoreticalandappliedCBRresearch, as well as invited talks from three distinguished scholars: Derek Bridge, University College Cork, Craig Knoblock, University of Southern California, and Colleen Seifert, University of Michigan. The presentationsand posterscovereda wide rangeof CBR topics, including adaptation, applications, case base maintenance, computer games, creative r- soning, knowledge representation, interactive systems, knowledge management, knowledgeacquisition, multiagentcollaborativesystems, similarity, tutorings- tems, bioinformatics, and textual CBR.

This third edition handbook describes in detail the classical methods as well as extensions and novel approaches that were more recently introduced within this field. It consists of five parts: general recommendation techniques, special recommendation techniques, value and impact of recommender systems, human computer interaction, and applications. The first part presents the most popular and fundamental techniques currently used for building recommender systems, such as collaborative filtering, semantic-based methods, recommender systems based on implicit feedback, neural networks and context-aware methods. The second part of this handbook introduces more advanced recommendation techniques, such as session-based recommender systems, adversarial machine learning for recommender systems, group recommendation techniques, reciprocal recommenders systems, natural language techniques for recommender systems and cross-domain approaches to recommender systems. The third part covers a wide perspective to the evaluation of recommender systems with papers on methods for evaluating recommender systems, their value and impact, the multi-stakeholder perspective of recommender systems, the analysis of the fairness, novelty and diversity in recommender systems. The fourth part contains a few chapters on the human computer dimension of recommender systems, with research on the role of explanation, the user personality and how to effectively support individual and group decision with recommender systems. The last part focusses on application in several important areas, such as, food, music, fashion and multimedia recommendation. This informative third edition handbook provides a comprehensive, yet concise and convenient reference source to recommender systems for researchers and advanced-level students focused on computer science and data science. Professionals working in data analytics that are using recommendation and personalization techniques will also find this handbook a useful tool.

This third edition handbook describes in detail the classical methods as well as extensions and novel approaches that were more recently introduced within this field. It consists of five parts: general recommendation techniques, special recommendation techniques, value and impact of recommender systems, human computer interaction, and applications. The first part presents the most popular and fundamental techniques currently used for building recommender  systems, such as collaborative filtering, semantic-based methods, recommender systems based on implicit feedback, neural networks and context-aware methods.  The second part of this handbook introduces more advanced recommendation techniques, such as session-based recommender systems, adversarial machine learning for recommender systems, group recommendation techniques, reciprocal recommenders systems, natural language techniques for recommender systems and cross-domain approaches to recommender systems. The third part covers a wide perspective to the evaluation of recommender systems with papers on methods for evaluating recommender systems, their value and impact, the multi-stakeholder perspective of recommender systems, the analysis of the fairness, novelty and diversity in recommender systems. The fourth part contains a few chapters on the human computer dimension of recommender systems, with research on the role of explanation, the user personality and how to effectively support individual and group decision with recommender systems. The last part focusses on application in several important areas, such as, food, music, fashion and multimedia recommendation.  This informative third edition handbook provides a comprehensive, yet concise and convenient reference source to recommender systems for researchers and advanced-level students focused on computer science and data science. Professionals working in data analytics that are using recommendation and personalization techniques will also find this handbook a useful tool. 

This book constitutes the thoroughly refereed proceedings of the 22nd International Conference on User Modeling, Adaption and Personalization, held in Aalborg, Denmark, in July 2014. The 23 long and 19 short papers of the research paper track were carefully reviewed and selected from 146 submissions. The papers cover the following topics: large scale personalization, adaptation and recommendation; Personalization for individuals, groups and populations; modeling individuals, groups and communities; Web dynamics and personalization; adaptive web-based systems; context awareness; social recommendations; user experience; user awareness and control; Affective aspects; UMAP underpinning by psychology models; privacy; perceived security and trust; behavior change and persuasion.

This book constitutes the refereed proceedings of the 23rd International Conference on User Modeling, Adaptation and Personalization, UMAP 2015, held in Dublin, Ireland, in June/July 2015. The 25 long and 7 short papers of the research paper track were carefully reviewed and selected from 112 submissions. The papers reflect the conference theme "Contextualizing the World", highlighting the significance and impact of user modeling and adaptive technologies on a large number of everyday application areas such as: intelligent learning environments, recommender systems, e-commerce, advertising, personalized information retrieval and access, digital humanities, e-government, cultural heritage, and personalized health.

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170419230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170219230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170119230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101171019230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170919230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170819230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170519230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170319230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Torino: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170619230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101170719230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

The Making of Modern Law: Foreign, Comparative and International Law, 1600-1926, brings together foreign, comparative, and international titles in a single resource. Its International Law component features works of some of the great legal theorists, including Gentili, Grotius, Selden, Zouche, Pufendorf, Bijnkershoek, Wolff, Vattel, Martens, Mackintosh, Wheaton, among others. The materials in this archive are drawn from three world-class American law libraries: the Yale Law Library, the George Washington University Law Library, and the Columbia Law Library.Now for the first time, these high-quality digital scans of original works are available via print-on-demand, making them readily accessible to libraries, students, independent scholars, and readers of all ages.+++++++++++++++The below data was compiled from various identification fields in the bibliographic record of this title. This data is provided as an additional tool in helping to insure edition identification: +++++++++++++++Yale Law LibraryLP3Y101171119230101The Making of Modern Law: Foreign, Comparative, and International Law, 1600-1926Roma; Torino; Napoli: Unione Tipografico-Editrice Torinese, 192310 v. in 11; 24 cmItaly

This is a reproduction of a book published before 1923. This book may have occasional imperfections such as missing or blurred pages, poor pictures, errant marks, etc. that were either part of the original artifact, or were introduced by the scanning process. We believe this work is culturally important, and despite the imperfections, have elected to bring it back into print as part of our continuing commitment to the preservation of printed works worldwide. We appreciate your understanding of the imperfections in the preservation process, and hope you enjoy this valuable book.