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</o:shapelayout></xml><![endif]--></head><body lang=EN-US link=blue vlink=purple style='tab-interval:.5in'><div class=WordSection1><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-bidi-font-family:"Times New Roman";color:#1F497D'>FYI<o:p></o:p></span></p><p class=MsoNormal><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-bidi-font-family:"Times New Roman";color:#1F497D'><o:p> </o:p></span></p><p class=MsoNormal><b><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:"Times New Roman"'>From:</span></b><span style='font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:"Times New Roman"'> Roberto Marcondes Cesar Junior <rmcesar@usp.br> <br><b>Sent:</b> Thursday, December 6, 2018 9:20 AM<br><b>To:</b> Roberto M Cesar Junior <cesar@vision.ime.usp.br><br><b>Subject:</b> POST-DOCTORAL SCHOLARSHIP ON MEDICAL IMAGING - USP - SAO PAULO - BRAZIL<o:p></o:p></span></p><p class=MsoNormal><o:p> </o:p></p><div><div><div><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt'>Dear all,<o:p></o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><o:p> </o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'>Could you please help me to disseminate the opportunity below? Thanks a lot!<o:p></o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><o:p> </o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'>Regards,<o:p></o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><o:p> </o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'>Roberto<o:p></o:p></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span style='color:black'><o:p> </o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>=======================================</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span style='color:black'><o:p> </o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>JOB POSITION - POST-DOCTORAL SCHOLARSHIP ON MEDICAL IMAGING - USP - SAO PAULO - BRAZIL</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> </span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Knowledge area: </span></b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Computer Science / Image Analysis</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Project Title: </span></b><span class=gmail-spelle><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>Spatio</span></span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>-temporal analysis of paediatric magnetic resonance images </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Specific <span class=gmail-grame>area :</span> Medical Imaging</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Job start: </span></b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>May 2019</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span class=gmail-grame><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Supervisor</span></b></span><span class=gmail-grame><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> :</span></span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> Roberto M. Cesar Jr. (</span><u><span lang=EN-GB style='color:#1155CC;mso-ansi-language:EN-GB'><a href="https://www.ime.usp.br/~cesar/">https://www.ime.usp.br/~cesar/</a></span></u><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>)</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Institution: </span></b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Data Science Group (</span><u><span lang=EN-GB style='color:#1155CC;mso-ansi-language:EN-GB'><a href="http://escience.ime.usp.br/">http://escience.ime.usp.br/</a></span></u><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>)<b> - </b>Institute of Mathematics and Statistics of the University of Sao Paulo<b> </b>- USP</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Address: </span></b><span class=gmail-spelle><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Rua</span></span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> do <span class=gmail-spelle>Matao</span>, 1010, <span class=gmail-spelle>Cidade</span> <span class=gmail-spelle>Universitaria</span>, Sao Paulo, <span class=gmail-spelle>Brasil</span>.</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:7.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Deadline for application: </span></b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>March 20th 2019</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:12.0pt;line-height:13.8pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Inscription e-mail: </span></b><u><span lang=EN-GB style='color:#1155CC;mso-ansi-language:EN-GB'><a href="mailto:rmcesar@usp.br">rmcesar@usp.br</a></span></u><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>Description of the project</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> </span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>Medical <span class=gmail-grame>imaging require</span> the development of methods to improve accuracy in the image analysis results. Advances in medical image analysis provide such tools, but there is still an important gap regarding paediatric brain imaging, even though there is an increasing medical demand. This project aims at contributing to fill this gap, focusing on brain magnetic resonance imaging (MRI) of infants, <span class=gmail-spelle>newborns</span> and premature babies, which raise specific issues due to the particular grey/white matter contrast related to the physiological myelination process, the very fast but not continuously observed evolution of the brain structures and possible pathologies, and the high intra-and inter-subjects variability.</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>One of these issues is that the data is typically noisy, ambiguous, scarce in nature and sparse in time. In turn, expert medical knowledge is available, but is prone to change and evolution. From this point of view the project tackles one of the very cutting edge questions in data analysis, i.e. how to extract and understand meaningful patterns where the data is scarce but expert knowledge, continuously enriched, is available. We propose to develop structural representations of knowledge and image information in the form of graphs and <span class=gmail-spelle>hypergraphs</span>, which will be exploited to guide <span class=gmail-spelle>spatio</span>-temporal image understanding (segmentation, recognition, quantification, comparison over time, description of image content and evolution).</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The aim is to develop computational methods to support diagnosis, pathology analysis and patients follow-up. Applications will include the analysis of <span class=gmail-spelle>hyperintensities</span> on the white matter, the <span class=gmail-spelle>volumetry</span> of corpus callosum and its evolution, and <span class=gmail-spelle>neuro</span>-oncology with the study of the influence of <span class=gmail-spelle>tumors</span> on surrounding structures over time.</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>About the institution</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The University of Sao Paulo is one of the the <span class=gmail-grame>best ranked</span> Universities in Latin America, being considered </span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>one of country's more prestigious educational institutions.</span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> The Data Science Group at IME-USP is a traditional machine learning research working on the field for more than 20 years with strong international collaboration.</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>About the project</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The candidate will work on two connected projects co-funded by FAPESP (Sao Paulo Research Foundation) and ANR (<span class=gmail-spelle>Agence</span> <span class=gmail-spelle>Nationale</span> de <span class=gmail-spelle>Recherche</span> - France).</span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> </span><span class=gmail-grame><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The FAPESP</span></span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>-ANR joint project is a collaboration that includes the following Institutions: USP (Institute of Mathematics and Statistics and School of Medicine), Albert Einstein Hospital - SP, <span class=gmail-spelle>ParisTech</span>, <span class=gmail-spelle>Universite</span> Dauphine and <span class=gmail-spelle>Faculte</span> de Medicine Paris <span class=gmail-spelle>Sud</span> .</span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> </span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The project focuses in the development of computational tools for processing of MRI images and their integration with biological data.</span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'> </span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The project involves specialists in medical image analysis, structural knowledge representation and paediatric <span class=gmail-spelle>neuro</span>-imaging. </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The selected candidate will be funded by a FAPESP fellowship with the one of the following conditions: Initial funding of 2 years (being possibly extended up to 4 years based on performance), fellowship R$ 90K per year (approx. US$ 24K / year) plus overhead for travel <span class=gmail-grame>expenses such</span> as attending to conferences. More information is available at </span><u><span lang=UZ-CYR style='color:#1155CC;mso-ansi-language:UZ-CYR'><a href="http://www.fapesp.br/en/5427">http://www.fapesp.br/en/5427</a></span></u><span lang=UZ-CYR style='color:black;mso-ansi-language:UZ-CYR'> </span><span class=gmail-grame><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The</span></span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> grant may also cover expenses for moving to Sao Paulo/<span class=gmail-spelle>Brasil</span> (including flight tickets).</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>The candidate may also apply for an extra period (4 months to 1 year) to do part of the research at the <span class=gmail-spelle>ParisTech</span>, <span class=gmail-spelle>Universite</span> Dauphine or <span class=gmail-spelle>Faculte</span> de Medicine Paris <span class=gmail-spelle>Sud</span> (FAPESP BEPE fellowship) as part of the grant (not included in the aforementioned 4 years).</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>Required Skills</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='margin-bottom:12.0pt;background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span class=gmail-grame><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>PhD degree with strong background in mathematical modelling and programming (e.g. Computer Science, Engineering, Physics, Math).</span></span><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> Research experience and publications in one or more of the following areas: image processing, computer vision, pattern recognition, machine learning, <br><br>Oral and written communication skills (English).</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><b><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>Application details</span></b><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>Please send the following documents to </span><b><span lang=UZ-CYR style='color:black;mso-ansi-language:UZ-CYR'><a href="mailto:rmcesar@usp.br">rmcesar@usp.br</a></span></b><span class=gmail-grame><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> :</span></span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>- CV</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'>- Summary of </span><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>doctoral thesis and other relevant works</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial'><span lang=EN-GB style='color:#222222;mso-ansi-language:EN-GB'>- Two recommendation letters from former supervisors or professors of courses you took.</span><span style='color:black'><o:p></o:p></span></p><p class=MsoNormal><span lang=EN-GB style='color:black;mso-ansi-language:EN-GB'> </span><span style='color:black'><o:p></o:p></span></p></div></div><p class=MsoNormal><br clear=all style='mso-special-character:line-break'><o:p></o:p></p><div><p class=MsoNormal><o:p> </o:p></p></div><p class=MsoNormal>-- <o:p></o:p></p><div><div><p class=MsoNormal>-- <br> <br>=============================================================<br>Roberto M. Cesar-Jr<br>Department of Computer Science - IME - USP - Brazil<br>CV, publications, opportunities for students: <a href="http://www.ime.usp.br/~cesar/" target="_blank">http://www.ime.usp.br/~cesar/</a><br>=============================================================<br> <o:p></o:p></p></div></div></div></div></body></html>