anytime algorithms for learning anytime classifiers saher ... - Technion

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<strong>Technion</strong> - Computer Science Department - Ph.D. Thesis PHD-2008-12 - 2008 ÓÒ�ÝÞ�Ô��Þ�ÝÒÞÝ�ÐÞ�Ô�ÐÝ�Ý��ÕÒ�ÐÖÓ��Ò��ÜÐ�Ð�Ð�Þ��ÔÝ�ÞÝ� ÝÒÞÝ�Ð��Õ��Ð�ÞÐÞ�ÝÜ�ÐÐ��ÐÖØÒ�Þ�Ð�Ö��Ð�Û�ÝÒÓ�ÐÜ�Ú��Þ�Þ� Þ�ÖÒÝÒ��ÖÐÐ�ÐÖ��ÜÓÒ��Û�Ð��ÐÒ�Ö�Ò�Ù�Ð��Þ��ÑÖÓ�ÛÞ��Ü�Ñ�� Þ��Ð��ÞÐ�Û�Ü�ÚÐÝ�Ò�Ý��Ô�Ô�Ð�Ò�Ð�ÖÐ�Ü��ÝÑ�ÜÛÒ��ÔÝ� Þ��ÔÝ�ÞÝÐÖ�Ð�Ö�Ô��ÐÐ��Ñ��Ý�� Ñ�ÐÑ�ÚÛ�Ò�Ñ��ÝÒ�Ð��ÑÖÑ��Ö�Ú��Þ�ÜØÝÐÑ�Ð��ÕÒ�Ñ�ÒÞ�Ü��Ð� Ö�ÛÝ�ÐÑ�Ô��Ò��ÜÒ��ÐÖØÒÓ��ØÜ��ÜÒ�Ó�Ó�ÐÖÜÞ��Þ��Ý� ��Õ��ÐÝ�Þ��ÐÖ��Õ��ÜÚ��Ò�Ð�Ò�Ñ��ÒÐ�ÓÒ��ÜÞ��Ñ��ÜÑ��ÝÒ ÞÔ��ÒÓ�ÜÞ��Ñ��Ñ�Ð�ÒÜÚ��Ð��Ñ�ØÕ�Ô��ÒÐ��ÝÒÐÚÔÐÞÐ��ÕÒÝÞ� ÔÝ��ÒÐÞ�ÜÖÒ��ÖÐÝÞ��ÜÒ��Ò�ÜÞ�ÞÖÐ��ÒÞ�Ü��Ð�Ñ��ÜÛÔ ÖÐÝÜ�Ý�Ò��Ð��ÚÖÞ�ÒÐÐ��ÕÜ�ÛÜÑÞ�Ü��Ð�Ò�ÖÞ�ÜÖÒ�ÐÝ��Ð� Ñ��Ý�Ò�Ý�Þ��ÐÖÞÔ��ÒÓ��Ñ�ÐÝ��ÞÐ�� ÞÒ�ÚÐ�Ú�ØÐÒÖ�Ò�Ó��ÒÐÝÞ��ÝÑ�ÛÒ��Ñ�ÞÒÚÐ�Ú�ØÞÖ�ÜÞ��Þ�� ÜÒÞ�Ñ�Ò��Ô�Ð�Ú�Ø�ÐÝÞ��Ò�ÞÐÖ�Þ��ÒÕÐÖÞ�ÔÒ��Ü�Ú� Þ��Ð��Ð�ÛÐ��ÒÐ��Ð�ÞÐÓÒ�ÜÞ��Þ�ÚÛ�ÐÜÝØ�ÒÑÞ�Ü��Ð��Ñ�Ð Ñ�Ò��ÚÖ�ØÐÖÐ�Ú�Ø�Þ�Ñ��Ø�Ý�Ð�Ú�ØÐ�ÐÞ�ÞÒÝÑ�ÚÖ� Ò�Þ �ØÐÑ�ÐÖ�ØÑ�Û��ÒÑ�Ð�ÒÜÚ��ÐÑ�Ø��Ý�Ñ��Ü��ÒÐ�ÒÞ�Ü��Ð�ÜÞ��Û��Ò� ��ÜÛÙÖÜÚ��Ð��Ñ�Ø�Ö�ÓÒ��ÝÒÞ�ÐÚÔÐ��ÔÞÜ�ÒÑ��Þ��Ö�� Ü��ÒÜÝ��ÙÖ�ÝÜ�ÓÞ��Þ�Û��Þ��ÐÖ��Ý�Þ�Ð�Ü�ÚÓ��Ñ��Ñ�ÜÛÒ� Ñ�Ü��ÕÒ�ÜÝØ��Ð��Ñ��ÝØÑ�Ð�ÒÜ��Ñ�ÝØ�Ò�ÑÛ��ÐÝÜÖÞ�Ó�ÜÛ�Ö Ñ�Ô�ÝÑ�Ü�Õ�Ñ�Ò��ÛÜÝ��ÑÛ��ÐÝ�ÜÖÞ�ØÐÖ��ÒÐ�Þ��Ò��Þ�� ÐÝÜÝÛ��Ó�ÜÛ�Ö�ÞÒ��Ô�ÜÖÝÑ��ÜÑ��Õ�ÔÜÞ��ÐÐ��ÞÐ��Þ ÜÞ��ÝØ�Ð�ÒÐÝÜ��ÕÑ�Ð�Ò��ÔÝÞÜ�Ö��ÒÐ�Þ��Ò��Þ�Ü��Õ�ÐÓÞ�Ô Ñ��Þ�Ò�ÐÞ��ÜÖÒÐÝÜÝÛ��ÜÞ��ÝØ��Þ�×�Ö�ÐÝ��ÖØ�Þ�Þ��Ð ��Þ�ÞÒÝ��Þ�Ñ�Ø�ÖÒ�Ô�Ð�Ú�ØÐÑ�ÒÖ�ÒÜØÕÒÓÞÔ��Ð��Ð��ÚÖ ii
<strong>Technion</strong> - Computer Science Department - Ph.D. Thesis PHD-2008-12 - 2008 Ð�Ú�Ø�Þ�Ü��Ô�Ô�Ñ�Ô�Ý�Ñ�ÒÖ�Ò�Ó��ÒÜÒ�Ð�ÜÞ��Ó�Û��Ð��ÙÖ��ØÚ Ð��Ð�Ü��Ô��Ü�Ò�Þ��Ö�Ð�Þ�Û��ÐÑ�Ô�ÝÑ�Ü��ÒÑ��Ü�ÖÒÜÝ�� ÜÞ��Ó�Û�ÙÖ�Þ�Ð��Ò�ÐÑ��ÞÒ�Ñ�Ò�Ý Ý�Ò�Ý�Þ�ÐÖ�ØÐÖÑ�Ò�ÙÖÐ��ØÝÐÑ�Ö�ÚÒ�Ô��ÜÛÒ��Þ��Ð�� ÝÒÝÒ�ÐÙÖ�Ð��Ó��ÒÞ�ÜÛ�Þ��Ö�Þ�Ö�ÐÑ��ÔÝÑ�Û��ÒÑ�ÚÖ��Ñ�ÜÛ� ��ÒÑ�Ô��ÒÑÖÑ�Ô�ÛÑ�ÚÖ�Ô�Þ��ÞÐÐ��Þ�ÐÖ�Þ�ÜÖ�ÒÐ�Ð�Û��Þ� �ÒÕÐÖÑ��ÜÖÒ�Ô��Þ��Ñ�Ô��Ò�Þ�ÐÖ�Ñ��ÜÒ�ÔÝÞÐÐ��Þ�ÐÖ��ØÚ� Ñ��ÜÖÒ�Ô��Þ��Þ��Ö��Þ�ÐÖ��ÒÐ�ÞÚ��ÛÐÖÞÖÚ�ÒÒ�Ñ�Ô��Ò�Þ�ÐÖ Ò �Þ�Ò��ÑÐ�Ö�Ñ��ÜÑ�ÜÛÒ��ÒÐ��Ð�ÞÐ�ÚÛ�Ò�ÓÒ��ÐÖÑ�Ú�Ð��Ð×Õ�Ô� Ñ��Õ��ÕÑ�ÒÞ�ÖÚÒ�� Ô�Þ�Ø�Ð�Ñ��ÚÒ�ÐØ�Ð��Õ��Ð�ÞÐÑ�ÚÛ�Ò�Ñ��ÝÒ�ÐÖ�Ð��ÔÝ� �Ð��Õ�Þ�ÐÖÞÜÛÞ��Õ�Þ��ÐÖÐÖÞ��ÔØÛÞ�Ð��ÒÞ�ÞÞ��Ð��Ñ�Ð�Û �Ð��Ò�ÐÐ�Ð��ÕÒÐÛÜ�Ö��Þ��ÐÒ�ÐÐ�Ö��Þ��Ð�Ý�ÜÒÖ�Û��Ð ÒÝÑ��ÕÒÜÒ��ÞÖÐ��ÕÒÜÚ��ÐÑ�Ð��ÕÒÝ��ÒÐ�ÒÞ�Ü��Ð�Þ�ØÝÒ Ñ��Ñ�ÐÖÐÝÜ�Ý�ÒÙÖÑ�Ô��Ô�Ó�Ý�Ü��ÜÛÒ�Ü��ÖÐÐ�Ý�ÜÒÖ�Û��Ð Ñ��Ñ�ÜÛÒ�Ü��Ö�ÚÛ�Ò��ÚÛÞ�Ò��Ü��ÐÑ�Ò��ÚÖÓ��Ô�Ô�ÙÖ�Ó�Ý ÞÜ��ÜÞ��Ñ��ÞÒ�ÙÖ�Ñ�ÝÒÞÝÒÝ�Ò�Ý��ÔØÐÖ��ÚÛÞ�Ñ�Ñ�Ô�ÝÑ�� ÚÛÞÐÑ�Ò��ÞÒÝÑ�ÚÖÒ��Ü�Ò�Ñ�ÚÖ×Õ��Ñ�Ô��Ô�Ý�ÜÒÖ��Ô��ÚÛÞ� Ð��ÜÛÒ�Ñ��ÝÒ�Ñ�Ð��ÝÖÜÛ�ÐÐ��ÒÑ�ÚÖ�Þ�Þ�ÞÜÕÑ�ÛÜ�Õ Ñ�Ò�Ô�ÒÞ��ÛÔ�ÔØÐÖ×�Ð�Ð��ØÚÑ�Ö�ÚÒ�Ô�ÝÒ�Ð��Õ��ÕÑÞ�Ü��Ð�� ÐÒ�ÛÜÕÔÝÓ�Ü��ÙÖ��ÒÕÐÖÞÐ�ÛÞÒ�� Ô��Þ��ÞÖÐ��ÞÝ��Þ�Ñ��ÔÒ��Ñ�ÒÞ�Ü��Ð��ÖÐÛ��ÐÑ�Ð�ÐÖÓ��Ð��Ò�ÛÒ ��Ð�ÞÐÑ�ÚÛ�Ò�Ñ��ÝÒ��ÞÜ�ÚÞ�Þ�Ü�ÚÞ�ÞÝ�Ð�ÖØ�ÐÓÞ�ÔÑ�Ö�ÚÒ Ò�Ð�ÑÞ�Ü��Ð��Þ�Ü�ÚÖÐÓÞ�Ô��Ü�ÚÖÞÜ��Ü�ÚÞ�Ý�ÜÒÑ�Ö��ÒÐ� Ñ�Ò�Ò�ÞÐ��Ñ�ÜÝØ�ÒÑ�ØÕ�ÔÓÒ��ÝÒ��ÞÜ�ÚÞ��ÝÞÝÛ�Ð�ÓÒ�Ð�� iii
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