[ { "key": "8UBPAHQB", "version": 191, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/8UBPAHQB", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/8UBPAHQB", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/R5222Z8M", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "8UBPAHQB", "version": 191, "parentItem": "R5222Z8M", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2018-10-11T07:18:05Z", "url": "https://www.amazon.de/Information-Geometry-Applications-Mathematical-Sciences/dp/4431559779/ref=sr_1_1?ie=UTF8&qid=1539242211&sr=8-1&keywords=information+geometry+and+its+applications", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2018-10-11T07:18:05Z", "dateModified": "2018-10-11T07:18:05Z" } }, { "key": "R5222Z8M", "version": 191, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/R5222Z8M", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/R5222Z8M", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "creatorSummary": "Amari", "parsedDate": "2016-02-10", "numChildren": 1 }, "data": { "key": "R5222Z8M", "version": 191, "itemType": "book", "title": "Information Geometry and Its Applications", "creators": [ { "creatorType": "author", "firstName": "Shun-ichi", "lastName": "Amari" } ], "abstractNote": "This is the first comprehensive book on information geometry, written by the founder of the field. It begins with an elementary introduction to dualistic geometry and proceeds to a wide range of applications, covering information science, engineering, and neuroscience. It consists of four parts, which on the whole can be read independently. A manifold with a divergence function is first introduced, leading directly to dualistic structure, the heart of information geometry. This part (Part I) can be apprehended without any knowledge of differential geometry. An intuitive explanation of modern differential geometry then follows in Part II, although the book is for the most part understandable without modern differential geometry. Information geometry of statistical inference, including time series analysis and semiparametric estimation (the Neyman–Scott problem), is demonstrated concisely in Part III. Applications addressed in Part IV include hot current topics in machine learning, signal processing, optimization, and neural networks. The book is interdisciplinary, connecting mathematics, information sciences, physics, and neurosciences, inviting readers to a new world of information and geometry. This book is highly recommended to graduate students and researchers who seek new mathematical methods and tools useful in their own fields.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1st ed. 2016 edition", "date": "10 Feb 2016", "publisher": "Springer", "place": "Japan", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "373", "ISBN": "978-4-431-55977-1", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "Englisch", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2018-10-11T07:18:04Z", "dateModified": "2018-10-11T07:18:04Z" } }, { "key": "2FTMBBBA", "version": 190, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/2FTMBBBA", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/2FTMBBBA", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/8AJMVGCL", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "2FTMBBBA", "version": 190, "parentItem": "8AJMVGCL", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2018-06-05T08:34:14Z", "url": "https://www.amazon.de/Understanding-Machine-Learning-Theory-Algorithms/dp/1107057132/ref=sr_1_1?s=books-intl-de&ie=UTF8&qid=1528187623&sr=1-1&keywords=understanding+machine+learning", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2018-06-05T08:34:14Z", "dateModified": "2018-06-05T08:34:14Z" } }, { "key": "8AJMVGCL", "version": 190, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/8AJMVGCL", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/8AJMVGCL", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "creatorSummary": "Shalev-Shwartz and Ben-David", "parsedDate": "2014-07-17", "numChildren": 1 }, "data": { "key": "8AJMVGCL", "version": 190, "itemType": "book", "title": "Understanding Machine Learning: From Theory to Algorithms", "creators": [ { "creatorType": "author", "firstName": "Shai", "lastName": "Shalev-Shwartz" }, { "creatorType": "author", "firstName": "Shai", "lastName": "Ben-David" } ], "abstractNote": "Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics, the book covers a wide array of central topics unaddressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for advanced undergraduates or beginning graduates, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics and engineering.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "New edition", "date": "17 July 2014", "publisher": "Cambridge University Press", "place": "New York, NY, USA", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "410", "ISBN": "978-1-107-05713-5", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Understanding Machine Learning", "language": "Englisch", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [ "H3XHETAJ" ], "relations": {}, "dateAdded": "2018-06-05T08:34:13Z", "dateModified": "2018-06-05T08:34:13Z" } }, { "key": "NCR6IXTL", "version": 189, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/NCR6IXTL", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/NCR6IXTL", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "creatorSummary": "Hastie et al.", "parsedDate": "2017-05-19", "numChildren": 1 }, "data": { "key": "NCR6IXTL", "version": 189, "itemType": "book", "title": "The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition", "creators": [ { "creatorType": "author", "firstName": "Trevor", "lastName": "Hastie" }, { "creatorType": "author", "firstName": "Robert", "lastName": "Tibshirani" }, { "creatorType": "author", "firstName": "Jerome", "lastName": "Friedman" } ], "abstractNote": "This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketing in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book. This major new edition features many topics not covered in the original, including graphical models, random forests, ensemble methods, least angle regression & path algorithms for the lasso, non-negative matrix factorisation, and spectral clustering. There is also a chapter on methods for \"wide'' data (p bigger than n), including multiple testing and false discovery rates.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "2nd ed. 2009, Corr. 9th printing 2017 edition", "date": "19 May 2017", "publisher": "Springer", "place": "New York, NY", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "745", "ISBN": "978-0-387-84857-0", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "The Elements of Statistical Learning", "language": "Englisch", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [ "H3XHETAJ" ], "relations": {}, "dateAdded": "2018-06-05T08:33:07Z", "dateModified": "2018-06-05T08:33:07Z" } }, { "key": "D9RBA39X", "version": 189, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/D9RBA39X", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/D9RBA39X", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/NCR6IXTL", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "D9RBA39X", "version": 189, "parentItem": "NCR6IXTL", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2018-06-05T08:33:07Z", "url": "https://www.amazon.de/Elements-Statistical-Learning-Prediction-Statistics/dp/0387848576/ref=sr_1_1?ie=UTF8&qid=1528182343&sr=8-1&keywords=the+elements+of+statistical+learning", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2018-06-05T08:33:07Z", "dateModified": "2018-06-05T08:33:07Z" } }, { "key": "T4D5MUFI", "version": 188, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/T4D5MUFI", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/T4D5MUFI", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Wilkinson et al.", "parsedDate": "2011-09-17", "numChildren": 1 }, "data": { "key": "T4D5MUFI", "version": 188, "itemType": "book", "title": "The Grammar of Graphics", "creators": [ { "creatorType": "author", "firstName": "Leland", "lastName": "Wilkinson" }, { "creatorType": "author", "firstName": "D.", "lastName": "Wills" }, { "creatorType": "author", "firstName": "D.", "lastName": "Rope" }, { "creatorType": "author", "firstName": "A.", "lastName": "Norton" }, { "creatorType": "author", "firstName": "R.", "lastName": "Dubbs" } ], "abstractNote": "Presents a unique foundation for producing almost every quantitative graphic found in scientific journals, newspapers, statistical packages, and data visualization systems The new edition features six new chapters and has undergone substantial revision. The first edition has sold more than 2200 copies. Four color throughout.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "2nd ed. 2005 edition", "date": "September 17, 2011", "publisher": "Springer", "place": "New York, NY", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "691", "ISBN": "978-1-4419-2033-1", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00856", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-05-30T08:57:27Z", "dateModified": "2017-05-30T10:59:10Z" } }, { "key": "SBQV6IPF", "version": 188, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/SBQV6IPF", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/SBQV6IPF", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "parsedDate": "2010", "numChildren": 1 }, "data": { "key": "SBQV6IPF", "version": 188, "itemType": "book", "title": "Fundamentals of Statistical and Thermal Physics", "creators": [], "abstractNote": "Fundamentals Of Statistical And Thermal Physics-LEVANT BOOKS-REIF-2010-EDN-1", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1 edition", "date": "2010", "publisher": "n/a", "place": "Kolkata", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "978-93-80663-14-2", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00000", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-05-30T08:57:34Z", "dateModified": "2017-05-30T10:59:04Z" } }, { "key": "NFQZSRFB", "version": 187, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/NFQZSRFB", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/NFQZSRFB", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/SBQV6IPF", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "NFQZSRFB", "version": 187, "parentItem": "SBQV6IPF", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-05-30T08:57:34Z", "url": "https://www.amazon.com/Fundamentals-Statistical-Thermal-Physics/dp/9380663145/ref=sr_1_1?ie=UTF8&qid=1496134468&sr=8-1&keywords=fundamentals+of+statistical+and+thermal+physics", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-05-30T08:57:34Z", "dateModified": "2017-05-30T08:57:34Z" } }, { "key": "KBSFK5T6", "version": 187, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/KBSFK5T6", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/KBSFK5T6", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/T4D5MUFI", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "KBSFK5T6", "version": 187, "parentItem": "T4D5MUFI", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-05-30T08:57:27Z", "url": "https://www.amazon.com/Grammar-Graphics-Statistics-Computing/dp/1441920331/ref=sr_1_1?ie=UTF8&qid=1496134272&sr=8-1&keywords=the+grammar+of+graphics", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-05-30T08:57:27Z", "dateModified": "2017-05-30T08:57:27Z" } }, { "key": "X858HXHW", "version": 186, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/X858HXHW", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/X858HXHW", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Goodfellow et al.", "parsedDate": "2017-01-03", "numChildren": 1 }, "data": { "key": "X858HXHW", "version": 186, "itemType": "book", "title": "Deep Learning", "creators": [ { "creatorType": "author", "firstName": "Ian", "lastName": "Goodfellow" }, { "creatorType": "author", "firstName": "Yoshua", "lastName": "Bengio" }, { "creatorType": "author", "firstName": "Aaron", "lastName": "Courville" } ], "abstractNote": "\"Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.\" -- Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceXDeep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "3 Jan 2017", "publisher": "The Mit Press", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "800", "ISBN": "978-0-262-03561-3", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "Englisch", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00199", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-02-15T13:33:35Z", "dateModified": "2017-02-15T15:08:51Z" } }, { "key": "44ANIJJ6", "version": 186, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/44ANIJJ6", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/44ANIJJ6", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "McElreath", "parsedDate": "2016-12-08", "numChildren": 1 }, "data": { "key": "44ANIJJ6", "version": 186, "itemType": "book", "title": "Statistical Rethinking: A Bayesian Course with Examples in R and Stan", "creators": [ { "creatorType": "author", "firstName": "Richard", "lastName": "McElreath" } ], "abstractNote": "Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds readers knowledge of and confidence in statistical modeling. Reflecting the need for even minor programming in today s model-based statistics, the book pushes readers to perform step-by-step calculations that are usually automated. This unique computational approach ensures that readers understand enough of the details to make reasonable choices and interpretations in their own modeling work. The text presents generalized linear multilevel models from a Bayesian perspective, relying on a simple logical interpretation of Bayesian probability and maximum entropy. It covers from the basics of regression to multilevel models. The author also discusses measurement error, missing data, and Gaussian process models for spatial and network autocorrelation. By using complete R code examples throughout, this book provides a practical foundation for performing statistical inference. Designed for both PhD students and seasoned professionals in the natural and social sciences, it prepares them for more advanced or specialized statistical modeling. Web ResourceThe book is accompanied by an R package (rethinking) that is available on the author s website and GitHub. The two core functions (map and map2stan) of this package allow a variety of statistical models to be constructed from standard model formulas.\"", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "8 Dec 2016", "publisher": "Chapman & Hall/Crc Texts in Statistical Science", "place": "Boca Raton", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "487", "ISBN": "978-1-4822-5344-3", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Statistical Rethinking", "language": "Englisch", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00046", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-02-15T13:35:48Z", "dateModified": "2017-02-15T15:08:48Z" } }, { "key": "CA77Q6JC", "version": 185, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/CA77Q6JC", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/CA77Q6JC", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/44ANIJJ6", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "CA77Q6JC", "version": 185, "parentItem": "44ANIJJ6", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-02-15T13:35:48Z", "url": "https://www.amazon.de/Statistical-Rethinking-Bayesian-Examples-Chapman/dp/1482253445/ref=sr_1_1?ie=UTF8&qid=1487165581&sr=8-1&keywords=statistical+rethinking", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-02-15T13:35:48Z", "dateModified": "2017-02-15T13:35:48Z" } }, { "key": "ZNT873W2", "version": 183, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/ZNT873W2", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/ZNT873W2", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/X858HXHW", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "ZNT873W2", "version": 183, "parentItem": "X858HXHW", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-02-15T13:33:35Z", "url": "https://www.amazon.de/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618/ref=sr_1_1?ie=UTF8&qid=1487165407&sr=8-1&keywords=deep+learning", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-02-15T13:33:35Z", "dateModified": "2017-02-15T13:33:35Z" } }, { "key": "G4VDCW4C", "version": 181, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/G4VDCW4C", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/G4VDCW4C", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Handelsman et al.", "parsedDate": "2006-12-15", "numChildren": 1 }, "data": { "key": "G4VDCW4C", "version": 181, "itemType": "book", "title": "Scientific Teaching", "creators": [ { "creatorType": "author", "firstName": "Jo", "lastName": "Handelsman" }, { "creatorType": "author", "firstName": "Sarah", "lastName": "Miller" }, { "creatorType": "author", "firstName": "Christine", "lastName": "Pfund" } ], "abstractNote": "Seasoned classroom veterans, pre-tenured faculty, and neophyte teaching assistants alike will find this book invaluable. HHMI Professor Jo Handelsman and her colleagues at the Wisconsin Program for Scientific Teaching (WPST) have distilled key findings from education, learning, and cognitive psychology and translated them into six chapters of digestible research points and practical classroom examples. The recommendations have been tried and tested in the National Academies Summer Institute on Undergraduate Education in Biology and through the WPST. Scientific Teaching is not a prescription for better teaching. Rather, it encourages the reader to approach teaching in a way that captures the spirit and rigor of scientific research and to contribute to transforming how students learn science.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1 edition", "date": "December 15, 2006", "publisher": "W. H. Freeman", "place": "New York u.a.", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "208", "ISBN": "978-1-4292-0188-9", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00893", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-02-15T10:33:51Z", "dateModified": "2017-02-15T10:43:25Z" } }, { "key": "J5F69C4S", "version": 180, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/J5F69C4S", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/J5F69C4S", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/G4VDCW4C", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "J5F69C4S", "version": 180, "parentItem": "G4VDCW4C", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-02-15T10:33:51Z", "url": "https://www.amazon.com/Scientific-Teaching-Jo-Handelsman/dp/1429201886/ref=sr_1_1?ie=UTF8&qid=1487154604&sr=8-1&keywords=scientific+teaching", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-02-15T10:33:51Z", "dateModified": "2017-02-15T10:33:51Z" } }, { "key": "RQ6ITZ64", "version": 179, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/RQ6ITZ64", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/RQ6ITZ64", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Strzalko et al.", "parsedDate": "2009-12-17", "numChildren": 1 }, "data": { "key": "RQ6ITZ64", "version": 179, "itemType": "book", "title": "Dynamics of Gambling: Origins of Randomness in Mechanical Systems", "creators": [ { "creatorType": "author", "firstName": "Jaroslaw", "lastName": "Strzalko" }, { "creatorType": "author", "firstName": "Juliusz", "lastName": "Grabski" }, { "creatorType": "author", "firstName": "Przemyslaw", "lastName": "Perlikowski" }, { "creatorType": "author", "firstName": "Andrzej", "lastName": "Stefanski" }, { "creatorType": "author", "firstName": "Tomasz", "lastName": "Kapitaniak" } ], "abstractNote": "Our everyday life is in?uenced by many unexpected (dif?cult to predict) events usually referred as a chance. Probably, we all are as we are due to the accumulation point of a multitude of chance events. Gambling games that have been known to human beings nearly from the beginning of our civilization are based on chance events. These chance events have created the dream that everybody can easily become rich. This pursuit made gambling so popular. This book is devoted to the dynamics of the mechanical randomizers and we try to solve the problem why mechanical device (roulette) or a rigid body (a coin or a die) operating in the way described by the laws of classical mechanics can behave in such a way and produce a pseudorandom outcome. During mathematical lessons in primary school we are taught that the outcome of the coin tossing experiment is random and that the probability that the tossed coin lands heads (tails) up is equal to 1/2. Approximately, at the same time during physics lessons we are told that the motion of the rigid body (coin is an example of suchabody)isfullydeterministic. Typically,studentsarenotgiventheanswertothe question Why this duality in the interpretation of the simple mechanical experiment is possible? Trying to answer this question we describe the dynamics of the gambling games based on the coin toss, the throw of the die, and the roulette run.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "2009 edition", "date": "December 17, 2009", "publisher": "Springer", "place": "Berlin; London", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "152", "ISBN": "978-3-642-03959-1", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Dynamics of Gambling", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00010", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-01-09T14:05:49Z", "dateModified": "2017-01-25T11:07:11Z" } }, { "key": "KA6D6NNG", "version": 178, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/KA6D6NNG", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/KA6D6NNG", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Strzalko et al.", "parsedDate": "2009-12-17", "numChildren": 1 }, "data": { "key": "KA6D6NNG", "version": 178, "itemType": "book", "title": "Dynamics of Gambling: Origins of Randomness in Mechanical Systems", "creators": [ { "creatorType": "author", "firstName": "Jaroslaw", "lastName": "Strzalko" }, { "creatorType": "author", "firstName": "Juliusz", "lastName": "Grabski" }, { "creatorType": "author", "firstName": "Przemyslaw", "lastName": "Perlikowski" }, { "creatorType": "author", "firstName": "Andrzej", "lastName": "Stefanski" }, { "creatorType": "author", "firstName": "Tomasz", "lastName": "Kapitaniak" } ], "abstractNote": "Our everyday life is in?uenced by many unexpected (dif?cult to predict) events usually referred as a chance. Probably, we all are as we are due to the accumulation point of a multitude of chance events. Gambling games that have been known to human beings nearly from the beginning of our civilization are based on chance events. These chance events have created the dream that everybody can easily become rich. This pursuit made gambling so popular. This book is devoted to the dynamics of the mechanical randomizers and we try to solve the problem why mechanical device (roulette) or a rigid body (a coin or a die) operating in the way described by the laws of classical mechanics can behave in such a way and produce a pseudorandom outcome. During mathematical lessons in primary school we are taught that the outcome of the coin tossing experiment is random and that the probability that the tossed coin lands heads (tails) up is equal to 1/2. Approximately, at the same time during physics lessons we are told that the motion of the rigid body (coin is an example of suchabody)isfullydeterministic. Typically,studentsarenotgiventheanswertothe question Why this duality in the interpretation of the simple mechanical experiment is possible? Trying to answer this question we describe the dynamics of the gambling games based on the coin toss, the throw of the die, and the roulette run.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "2009 edition", "date": "December 17, 2009", "publisher": "Springer", "place": "Berlin; London", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "152", "ISBN": "978-3-642-03959-1", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Dynamics of Gambling", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00010", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-01-09T14:07:11Z", "dateModified": "2017-01-25T11:06:49Z" } }, { "key": "SGGQFHQJ", "version": 177, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/SGGQFHQJ", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/SGGQFHQJ", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Herault", "parsedDate": "2015-11-16", "numChildren": 1 }, "data": { "key": "SGGQFHQJ", "version": 177, "itemType": "book", "title": "Biologically Inspired Computer Vision: Fundamentals and Applications", "creators": [ { "creatorType": "editor", "firstName": "Gabriel", "lastName": "Cristobal" }, { "creatorType": "editor", "firstName": "Laurent", "lastName": "Perrinet" }, { "creatorType": "editor", "firstName": "Matthias S.", "lastName": "Keil" }, { "creatorType": "author", "firstName": "Jeanny", "lastName": "Herault" } ], "abstractNote": "As the state-of-the-art imaging technologies became more and more advanced, yielding scientific data at unprecedented detail and volume, the need to process and interpret all the data has made image processing and computer vision increasingly important. Sources of data that have to be routinely dealt with today's applications include video transmission, wireless communication, automatic fingerprint processing, massive databanks, non-weary and accurate automatic airport screening, robust night vision, just to name a few. Multidisciplinary inputs from other disciplines such as physics, computational neuroscience, cognitive science, mathematics, and biology will have a fundamental impact in the progress of imaging and vision sciences. One of the advantages of the study of biological organisms is to devise very different type of computational paradigms by implementing a neural network with a high degree of local connectivity. This is a comprehensive and rigorous reference in the area of biologically motivated vision sensors. The study of biologically visual systems can be considered as a two way avenue. On the one hand, biological organisms can provide a source of inspiration for new computational efficient and robust vision models and on the other hand machine vision approaches can provide new insights for understanding biological visual systems. Along the different chapters, this book covers a wide range of topics from fundamental to more specialized topics, including visual analysis based on a computational level, hardware implementation, and the design of new more advanced vision sensors. The last two sections of the book provide an overview of a few representative applications and current state of the art of the research in this area. This makes it a valuable book for graduate, Master, PhD students and also researchers in the field.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1 edition", "date": "November 16, 2015", "publisher": "Wiley", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "480", "ISBN": "978-3-527-41264-8", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Biologically Inspired Computer Vision", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00003", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-01-09T14:14:50Z", "dateModified": "2017-01-10T00:51:46Z" } }, { "key": "KR7ENHDF", "version": 177, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/KR7ENHDF", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/KR7ENHDF", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Mücklich", "parsedDate": "2011-11-17", "numChildren": 1 }, "data": { "key": "KR7ENHDF", "version": 177, "itemType": "book", "title": "Das verständliche Universum: Wie unsere Wirklichkeit entsteht", "creators": [ { "creatorType": "author", "firstName": "Andreas", "lastName": "Mücklich" } ], "abstractNote": "In zwei Durchgängen begleiten Sie Andreas Mücklich auf seiner Reise durch unsere Welt. Im ersten Teil seines Buches entdecken Sie das Universum mit den Augen eines Physikers und Astronomen. Sie starten in unserer bekannten Alltagswelt und dringen bis in den Bereich der allerkleinsten Teilchen vor. Danach richtet sich Ihr Blick auf die unermesslichen Weiten des Kosmos bis hin zu den Grenzen des Universums. Dabei begegnen sie allen Bestandteilen unserer Welt und allen Kräften, die zwischen ihnen wirken. Und Sie gelangen zu der verblüffenden Erkenntnis, dass von der gewohnten Materie am Ende gar nichts Fassbares übrig bleibt. Im zweiten Buchteil geht es darum, die Welt als Ganzes zu begreifen und zu verstehen. Was sind die Grundaussagen und Gemeinsamkeiten der wichtigsten physikalischen Theorien? Auch hier stellt sich heraus, dass etwas ganz Abstraktes das Fundament unseres Universums bildet. Nicht Materie, sondern Information ist die Basis für ein neues Weltbild, das sich gerade erst abzuzeichnen beginnt. Und diese Sichtweise hat Folgen, wenn man sich auf die Ideen und Argumente von Andreas Mücklich einlässt. Er zeigt Ihnen, wie man den rätselhaften Inhalt des Kosmos möglicherweise ganz anders erklären kann. Aber auch das herkömmliche Bild von der Entstehung und Existenz unserer gesamten Welt gerät mit dieser Sichtweise ins Wanken. Wie entsteht das, was wir Wirklichkeit nennen? Und welche Bedingungen sind daran geknüpft?", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1 edition", "date": "November 17, 2011", "publisher": "Books on Demand", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "374", "ISBN": "", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Das verständliche Universum", "language": "German", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00000", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-01-09T13:58:06Z", "dateModified": "2017-01-10T00:51:44Z" } }, { "key": "94292HBG", "version": 177, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/94292HBG", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/94292HBG", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Sun", "parsedDate": "2016-05-18", "numChildren": 1 }, "data": { "key": "94292HBG", "version": 177, "itemType": "book", "title": "Anatomy of the Mind: Exploring Psychological Mechanisms and Processes with the Clarion Cognitive Architecture", "creators": [ { "creatorType": "author", "firstName": "Ron", "lastName": "Sun" } ], "abstractNote": "This book aims to understand human cognition and psychology through a comprehensive computational theory of the human mind, namely, a computational \"cognitive architecture\" (or more specifically, the Clarion cognitive architecture). The goal of this work is to develop a unified framework for understanding the human mind, and within the unified framework, to develop process-based, mechanistic explanations of a large variety of psychological phenomena. Specifically, the book first describes the essential Clarion framework and its cognitive-psychological justifications, then its computational instantiations, and finally its applications to capturing, simulating, and explaining various psychological phenomena and empirical data. The book shows how the models and simulations shed light on psychological mechanisms and processes through the lens of a unified framework.In fields ranging from cognitive science, to psychology, to artificial intelligence, and even to philosophy, researchers, graduate and undergraduate students, and practitioners of various kinds may have interest in topics covered by this book. The book may also be suitable for seminars or courses, at graduate or undergraduate levels, on cognitive architectures or cognitive modeling (i.e. computational psychology).", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1 edition", "date": "May 18, 2016", "publisher": "Oxford University Press", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "480", "ISBN": "978-0-19-979455-3", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Anatomy of the Mind", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00002", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-01-09T14:12:13Z", "dateModified": "2017-01-10T00:51:42Z" } }, { "key": "5SIRZHSP", "version": 177, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/5SIRZHSP", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/5SIRZHSP", "type": "text/html" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } }, "lastModifiedByUser": { "id": 107397, "username": "aecker", "name": "Alexander Ecker", "links": { "alternate": { "href": "https://www.zotero.org/aecker", "type": "text/html" } } }, "creatorSummary": "Kriegeskorte and Kreiman", "parsedDate": "2011-10-28", "numChildren": 1 }, "data": { "key": "5SIRZHSP", "version": 177, "itemType": "book", "title": "Visual Population Codes: Toward a Common Multivariate Framework for Cell Recording and Functional Imaging", "creators": [ { "creatorType": "editor", "firstName": "Nikolaus", "lastName": "Kriegeskorte" }, { "creatorType": "editor", "firstName": "Gabriel", "lastName": "Kreiman" } ], "abstractNote": "Vision is a massively parallel computational process, in which the retinal image is transformed over a sequence of stages so as to emphasize behaviorally relevant information (such as object category and identity) and deemphasize other information (such as viewpoint and lighting). The processes behind vision operate by concurrent computation and message passing among neurons within a visual area and between different areas. The theoretical concept of \"population code\" encapsulates the idea that visual content is represented at each stage by the pattern of activity across the local population of neurons. Understanding visual population codes ultimately requires multichannel measurement and multivariate analysis of activity patterns. Over the past decade, the multivariate approach has gained significant momentum in vision research. Functional imaging and cell recording measure brain activity in fundamentally different ways, but they now use similar theoretical concepts and mathematical tools in their modeling and analyses. With a focus on the ventral processing stream thought to underlie object recognition, this book presents recent advances in our understanding of visual population codes, novel multivariate pattern-information analysis techniques, and the beginnings of a unified perspective for cell recording and functional imaging. It serves as an introduction, overview, and reference for scientists and students across disciplines who are interested in human and primate vision and, more generally, in understanding how the brain represents and processes information.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "1 edition", "date": "October 28, 2011", "publisher": "The MIT Press", "place": "Cambridge, Mass.", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "656", "ISBN": "978-0-262-01624-7", "DOI": "", "citationKey": "", "url": "", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Visual Population Codes", "language": "English", "libraryCatalog": "Amazon", "callNumber": "", "rights": "", "extra": "00020", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-01-09T14:09:18Z", "dateModified": "2017-01-10T00:51:41Z" } }, { "key": "3MU9PM87", "version": 176, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/3MU9PM87", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/3MU9PM87", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/SGGQFHQJ", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "3MU9PM87", "version": 176, "parentItem": "SGGQFHQJ", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-01-09T14:14:50Z", "url": "https://www.amazon.com/Biologically-Inspired-Computer-Vision-Fundamentals/dp/3527412646/ref=sr_1_1?ie=UTF8&qid=1483971153&sr=8-1&keywords=biologically+inspired+computer+vision", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-01-09T14:14:50Z", "dateModified": "2017-01-09T14:14:50Z" } }, { "key": "JEAZZAA5", "version": 175, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/JEAZZAA5", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/JEAZZAA5", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/94292HBG", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "JEAZZAA5", "version": 175, "parentItem": "94292HBG", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-01-09T14:12:13Z", "url": "https://www.amazon.com/Anatomy-Mind-Psychological-Architecture-Architectures/dp/0199794553/ref=sr_1_1?ie=UTF8&qid=1483970996&sr=8-1&keywords=anatomy+of+the+mind", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-01-09T14:12:13Z", "dateModified": "2017-01-09T14:12:13Z" } }, { "key": "MIJDRIPG", "version": 174, "library": { "type": "group", "id": 11001, "name": "CvnBooks", "links": { "alternate": { "href": "https://www.zotero.org/groups/cvnbooks", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/11001/items/MIJDRIPG", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/cvnbooks/items/MIJDRIPG", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/11001/items/5SIRZHSP", "type": "application/json" } }, "meta": { "createdByUser": { "id": 124287, "username": "cvntuebingen", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/cvntuebingen", "type": "text/html" } } } }, "data": { "key": "MIJDRIPG", "version": 174, "parentItem": "5SIRZHSP", "itemType": "attachment", "linkMode": "linked_url", "title": "Amazon.com Link", "accessDate": "2017-01-09T14:09:18Z", "url": "https://www.amazon.com/Visual-Population-Codes-Multivariate-Computational/dp/0262016249/ref=sr_1_1?ie=UTF8&qid=1483970768&sr=8-1&keywords=visual+population+codes", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2017-01-09T14:09:18Z", "dateModified": "2017-01-09T14:09:18Z" } } ]