{"viewingHint":"paged","service":[{"profile":"http://iiif.io/api/search/1/search","@context":"http://iiif.io/api/search/1/context.json","@id":"https://noah.nrw/i3f/manifest/5139399/search","label":"Search within this manifest"}],"structures":[{"ranges":["https://noah.nrw/i3f/v20/5139399/range/5802677","https://noah.nrw/i3f/v20/5139399/range/5802685","https://noah.nrw/i3f/v20/5139399/range/5802690","https://noah.nrw/i3f/v20/5139399/range/5802693","https://noah.nrw/i3f/v20/5139399/range/5802697","https://noah.nrw/i3f/v20/5139399/range/5802698","https://noah.nrw/i3f/v20/5139399/range/5802700","https://noah.nrw/i3f/v20/5139399/range/5802706"],"viewingHint":"top","@id":"https://noah.nrw/i3f/v20/5139399/range/5139399","@type":"sc:Range","label":"Table of Contents"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802679","https://noah.nrw/i3f/v20/5139399/canvas/5802682","https://noah.nrw/i3f/v20/5139399/canvas/5802684"],"ranges":["https://noah.nrw/i3f/v20/5139399/range/5802678","https://noah.nrw/i3f/v20/5139399/range/5802680","https://noah.nrw/i3f/v20/5139399/range/5802681","https://noah.nrw/i3f/v20/5139399/range/5802683"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802677","@type":"sc:Range","label":"Supervised and semi-supervised rates"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802679"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802678","@type":"sc:Range","label":"Notation"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802682"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802681","@type":"sc:Range","label":"Concepts of unlabeled data helping"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802684"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802683","@type":"sc:Range","label":"Related work"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802687","https://noah.nrw/i3f/v20/5139399/canvas/5802689"],"ranges":["https://noah.nrw/i3f/v20/5139399/range/5802686","https://noah.nrw/i3f/v20/5139399/range/5802688"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802685","@type":"sc:Range","label":"When Does Unlabeled Data Realistically Help?"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802687"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802686","@type":"sc:Range","label":"No free learnability"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802689"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802688","@type":"sc:Range","label":"Why we relate the labeling and the marginal"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802691","https://noah.nrw/i3f/v20/5139399/canvas/5802692"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802690","@type":"sc:Range","label":"Relating marginal and labeling \u2013 a helpful and a non-helpful example"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802694","https://noah.nrw/i3f/v20/5139399/canvas/5802696"],"ranges":["https://noah.nrw/i3f/v20/5139399/range/5802695"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802693","@type":"sc:Range","label":"A non-trivial rate change"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802696"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802695","@type":"sc:Range","label":"How much unlabeled data is enough?"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802699"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802698","@type":"sc:Range","label":"Proof of thm:rich"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802701","https://noah.nrw/i3f/v20/5139399/canvas/5802703","https://noah.nrw/i3f/v20/5139399/canvas/5802705"],"ranges":["https://noah.nrw/i3f/v20/5139399/range/5802702","https://noah.nrw/i3f/v20/5139399/range/5802704"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802700","@type":"sc:Range","label":"Two-point example bounds"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802703"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802702","@type":"sc:Range","label":"Lower bounds"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802705"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802704","@type":"sc:Range","label":"Upper bounds"},{"canvases":["https://noah.nrw/i3f/v20/5139399/canvas/5802707","https://noah.nrw/i3f/v20/5139399/canvas/5802708","https://noah.nrw/i3f/v20/5139399/canvas/5802709"],"@id":"https://noah.nrw/i3f/v20/5139399/range/5802706","@type":"sc:Range","label":"Bounds for mixture problems"}],"sequences":[{"canvases":[{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802675"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802675","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802675","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802675","@type":"oa:Annotation"}],"label":"[1]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802675","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802676"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802676","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802676","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802676","@type":"oa:Annotation"}],"label":"[2]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802676","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802679"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802679","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802679","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802679","@type":"oa:Annotation"}],"label":"[3]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802679","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802682"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802682","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802682","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802682","@type":"oa:Annotation"}],"label":"[4]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802682","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802684"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802684","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802684","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802684","@type":"oa:Annotation"}],"label":"[5]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802684","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802687"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802687","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802687","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802687","@type":"oa:Annotation"}],"label":"[6]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802687","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802689"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802689","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802689","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802689","@type":"oa:Annotation"}],"label":"[7]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802689","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802691"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802691","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802691","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802691","@type":"oa:Annotation"}],"label":"[8]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802691","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802692"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802692","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802692","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802692","@type":"oa:Annotation"}],"label":"[9]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802692","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802694"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802694","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802694","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802694","@type":"oa:Annotation"}],"label":"[10]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802694","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802696"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802696","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802696","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802696","@type":"oa:Annotation"}],"label":"[11]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802696","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802699"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802699","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802699","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802699","@type":"oa:Annotation"}],"label":"[12]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802699","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802701"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802701","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802701","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802701","@type":"oa:Annotation"}],"label":"[13]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802701","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802703"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802703","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802703","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802703","@type":"oa:Annotation"}],"label":"[14]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802703","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802705"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802705","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802705","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802705","@type":"oa:Annotation"}],"label":"[15]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802705","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802707"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802707","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802707","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802707","@type":"oa:Annotation"}],"label":"[16]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802707","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802708"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802708","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802708","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802708","@type":"oa:Annotation"}],"label":"[17]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802708","@type":"sc:Canvas"},{"height":2339,"width":1654,"images":[{"resource":{"service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":"https://noah.nrw/i3f/v20/5802709"},"format":"image/jpeg","height":1414,"width":1000,"@id":"https://noah.nrw/download/webcache/1000/5802709","@type":"dctypes:Image"},"on":"https://noah.nrw/i3f/v20/5139399/canvas/5802709","motivation":"sc:painting","@id":"https://noah.nrw/i3f/v20/5139399/annotation/5802709","@type":"oa:Annotation"}],"label":"[18]","@id":"https://noah.nrw/i3f/v20/5139399/canvas/5802709","@type":"sc:Canvas"}],"viewingHint":"paged","startCanvas":"https://noah.nrw/i3f/v20/5139399/canvas/5802675","viewingDirection":"left-to-right","label":"Current Page Order","@context":"http://iiif.io/api/presentation/2/context.json","@id":"https://noah.nrw/i3f/v20/5139399/sequence/normal","@type":"sc:Sequence"}],"label":"When can unlabeled data improve the learning rate?","thumbnail":{"width":304,"height":429,"@id":"https://noah.nrw/i3f/v21/5802675/full/304/0/default.jpg","@type":"dctypes:Image","format":"image/jpeg"},"logo":{"@id":"https://noah.nrw/domainresource/static/graphics/connectors/viewerLogo.gif","service":{"profile":"http://iiif.io/api/image/2/level2.json","@context":"http://iiif.io/api/image/2/context.json","@id":""}},"@context":"http://iiif.io/api/presentation/2/context.json","seeAlso":{"format":"application/xml","@id":"https://noah.nrw/oai?verb=GetRecord&metadataPrefix=mets&identifier=5139399","label":"METS"},"@id":"https://noah.nrw/i3f/v20/5139399/manifest","@type":"sc:Manifest","metadata":[{"value":"When can unlabeled data improve the learning rate?","label":"Titel"},{"value":"G\u00f6pfert, Christina","label":"Verfasser"},{"value":"Ben-David, Shai","label":"Verfasser"},{"value":"Bousquet, Olivier","label":"Verfasser"},{"value":"Gelly, Sylvai","label":"Verfasser"},{"value":"Tolstikhin, Ilya","label":"Verfasser"},{"value":"Urner, Ruth","label":"Verfasser"},{"value":"2019","label":"Erschienen"},{"value":"Englisch","label":"Sprache"},{"value":"Konferenzband","label":"Dokumenttyp"},{"value":"urn:nbn:de:0070-pub-29359259","label":"URN"}]}